Erasing Thousands of Concepts: Towards Scalable and Practical Concept Erasure for Text-to-Image Diffusion Models

Hoigi Seo; Byung Hyun Lee; Jaehyun Cho; Sungjin Lim; Se Young Chun

cs.CVApr 12, 2026

Erasing Thousands of Concepts: Towards Scalable and Practical Concept Erasure for Text-to-Image Diffusion Models

Authors: Hoigi Seo, Byung Hyun Lee, Jaehyun Cho, Sungjin Lim, Se Young Chun

Organizations: Dept. of Electrical and Computer Engineering, Seoul National University, Republic of Korea · IPAI, Seoul National University, Republic of Korea · INMC, Seoul National University, Republic of Korea

Abstract

Large-scale text-to-image (T2I) diffusion models deliver remarkable visual fidelity but pose safety risks due to their capacity to reproduce undesirable content, such as copyrighted ones. Concept erasure has emerged as a mitigation strategy, yet existing approaches struggle to balance scalability, precision, and robustness, which restricts their applicability to erasing only a few hundred concepts. To address these limitations, we present Erasing Thousands of Concepts (ETC), a scalable framework capable of erasing thousands of concepts while preserving generation quality. Our method first models low-rank concept distributions via a Student's t-distribution Mixture Model (tMM). It enables pin-point erasure of target concepts via affine optimal transport while preserving others by anchoring the boundaries of target concept distributions without pre-defined anchor concepts. We then train a Mixture-of-Experts (MoE)-based module, termed MoEraser, which removes target embeddings while preserving the anchor embeddings. By injecting noise into the text embedding projector and fine-tuning MoEraser for recovery, our framework achieves robustness to white-box attack such as module removal. Extensive experiments on over 2,000 concepts across heterogeneous domains and diffusion models demerate state-of-the-art scalability and precision in large-scale concept erasure.

Figures & tables

	Scalable erasing	Non-removable	Anchor
	( $>2,000$ )	erasing module	concept-free
MACE [ 41 ]	✗	✓	✗
CPE [ 37 ]	$\bm{\triangle}$	✗	✗
SPEED [ 39 ]	✗	✓	✗
ETC (Ours)	✓	✓	✓

Table 1: Property comparison of concept erasing methods.

Figure 1: Concept distribution modeling and mapping. (Top) Concept embeddings from templates are modeled with a Student’s t-distribution Mixture Model (tMM). Embeddings in high-probability regions serve as target embeddings ( $f_{\text{tar}}$ ), while those in low-probability regions serve as anchoring embeddings ( $f_{\text{anc}}$ ). (Bottom) The target concept distribution is mapped to a merged distribution via Affine Optimal Transport (AOT).

Figure 2: Qualitative results: tMM vs. GMM. Distributions for “Emma Watson” are fitted with a Student-t Mixture Model (tMM) and a Gaussian Mixture Model (GMM). From each, we sample embeddings from high-probability cumulative intervals (0.05, 0.1) and low-probability intervals (0.9, 0.95), then generate images using SDv1.4. GMM preserves strong concept presence even for low-probability samples, whereas tMM attenuates it proportionally to probability. Degrees of freedom for each tMM are set to 2.

Figure 3: Qualitative rationale for AOT. We formulate the distributions of “Chris Evans, “Tom Cruise,” “Leonardo DiCaprio,” and “Chris Hemsworth,” as $P_{CE}$ , $P_{TC}$ , $P_{LD}$ , and $P_{CH}$ , respectively. We merge $P_{TC}$ , $P_{LD}$ , and $P_{CH}$ and subsequently map embeddings using optimal transport (OT) and affine optimal transport (AOT), followed by image generation with SDv1.4. Whereas OT yields images aligned with the modes of the mapped concepts, AOT results in novel visual features , thereby improving safety.

Figure 4: Qualitative rationale on NIR. We generated images with the prompt “a photo of Morgan Freeman” using the original text-embedding projection $W_{\text{proj.}}$ (left) and a corrupted weight $W_{\text{cor.}}$ (right) on SDv1.4 and SDv3.5-L. When sufficient noise is injected, the models fail to produce high-fidelity images; without the MoEraser module to restore the generation, the model becomes unusable, enhancing robustness to white-box attacks.

Panel of Figure 5 — Figure 5: MoEraser architecture and training. (a) A MoE with GLU experts scales to heterogeneous domain concepts; training maps $f_{\text{tar}}$ to $f_{\text{map}}$ while leaving $f_{\text{anc}}$ unchanged. (b) To make the module non-removable, we inject structured noise into the text embedding projector and fine-tune the safety module to reconstruct the original embedding, improving robustness to white-box attacks such as module removal.

Method	Celebrities					Artistic Style					Characters
	Target (949)		Remain (325)		$H_{0}\uparrow$	Target (693)		Remain (430)		$H_{0}\uparrow$	Target (430)		Remain (279)		$H_{0}\uparrow$
	CRS t $\downarrow$	QS $\uparrow$	CRS r $\uparrow$	QS $\uparrow$	$H_{0}\uparrow$	CRS t $\downarrow$	QS $\uparrow$	CRS r $\uparrow$	QS $\uparrow$	$H_{0}\uparrow$	CRS t $\downarrow$	QS $\uparrow$	CRS r $\uparrow$	QS $\uparrow$	$H_{0}\uparrow$
UCE [ 19 ]	0.200	0.311	0.278	0.291	0.413	0.254	0.508	0.240	0.520	0.363	0.207	0.393	0.140	0.367	0.238
SAFREE [ 68 ]	0.879	0.874	0.901	0.879	0.214	0.831	0.870	0.866	0.900	0.283	0.846	0.809	0.843	0.921	0.261
SPEED [ 39 ]	0.216	0.647	0.217	0.602	0.340	0.143	0.714	0.194	0.725	0.316	0.098	0.515	0.127	0.633	0.222
MACE [ 41 ]	0.396	0.613	0.468	0.701	0.527	0.310	0.704	0.317	0.671	0.434	0.162	0.473	0.162	0.643	0.272

Table 2: Quantitative results across diverse domains using SDv1.4 (Top) and SDv3.5 (Bottom). We report the user study “Yes” rate for concept preservation (CRS) and image quality (QS) for both target and remaining concepts on three domains - Celebrities, Artistic Styles, and Characters. To jointly evaluate target concept removal and preservation of remaining concepts, we provide the harmonic mean metric

H_{0}

. Numbers in parentheses indicate the number of concepts.

\uparrow/\downarrow

indicates that higher/lower values correspond to better performance.

Method	Target	Remaining
	50 Celeb.	100 Celeb.			100 Styles		COCO-30K
	Acc t $\downarrow$	Acc r $\uparrow$	KID $\downarrow$	$H_{0}\uparrow$	CLIP $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	FID $\downarrow$
FMN [ 69 ]	59.98	56.00	0.30	0.467	28.23	0.01	30.94	12.53
ESD-x [ 18 ]	7.30	10.39	2.66	0.187	26.65	1.20	29.55	14.40
ESD-u [ 18 ]	21.20	28.16	8.99	0.415	25.39	2.38	28.55	15.98
UCE [ 19 ]	0.09	1.43	24.76	0.028	20.41	5.59	20.13	97.09

Table 3: Quantitative results on 50 celebrity concepts erasure. We used GCD accuracy in percentage (ACC t for target and ACC r for remaining concepts) and harmonic mean

H_{0}

. We also measured FID and KID (scaled by 100) for remaining concepts.

Figure 6: Qualitative results on erasing 2,072 concepts from SDv1.4. Among baseline methods (MACE, UCE, CPE, SPEED, and SAFREE), most remove the target concept but often degrade image fidelity, and SAFREE struggles to erase concepts at the large scale. For the preservation of remaining concepts, baseline methods typically alter the original composition or distort remaining concepts. ETC achieves precise removal of the target concept while preserving the original composition and remaining concepts.

Figure 7: Qualitative results on erasing 515 concepts from SDv3.5-L. SAFREE reproduces the original image and fails to remove the target concept. SPEED removes the target concept but degrades fidelity, and this degradation also affects the remaining concepts. In contrast, ETC achieves accurate concept erasure while preserving remaining concepts on the SDv3.5-L, demonstrating applicability.

Method		Target	Remaining
Method		50 Celebs	100 Celebs		100 Styles		COCO-1K
Modeling	Mapping	Acc t $\downarrow$	Acc r $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	KID $\downarrow$
Direct	Surrogate	0.64	85.84	0.18	28.53	0.02	30.61	0.08
GMM	Surrogate	6.72	86.65	0.17	28.57	0.01	30.74	0.07
GMM	AOT	8.96	89.49	0.12	29.05	0.01	30.95	0.06
tMM	Surrogate	0.17	86.48	0.19	28.62	0.02	30.42	0.10

Table 4: Ablation on distribution modeling and AOT mapping. Direct mapping effectively removes target concepts but fails to preserve remaining ones. GMM performs poorly in both erasure and preservation, suggesting its modeling is ill-suited for this task. While the surrogate mapping achieves strong erasure but weak preservation, combining tMM with AOT yields the best overall.

Anchor Method		Target	Remaining
Anchor Method		50 Celebs	100 Celebs		100 Styles		COCO-1K
Type	Concept-free	Acc t $\downarrow$	Acc r $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	KID $\downarrow$
Mapping	✗	0.24	88.98	0.16	28.64	0.02	30.53	0.13
Similar	✗	0.64	89.52	0.13	28.35	0.05	29.86	0.49
Noise	✓	0.24	88.08	0.21	28.49	0.03	30.41	0.17
$f_{\text{anc}}$	✓	1.12	88.53	0.18	28.26	0.12	29.97	0.45

Table 5: Ablation study on the type of anchor samples. We conducted ablation studies on several variants used as anchors and confirm that using embeddings sampled from the distribution boundary or Gaussian noise achieves performance comparable to or better than that obtained with anchor concepts.

Method		Target	Remaining
Method		50 Celebs	100 Celebs		100 Styles		COCO-1K
Noise Struc.	Restore	Acc t $\downarrow$	Acc r $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	KID $\downarrow$
Full-rank	✗	0.08	3.72	10.72	18.21	9.35	21.12	6.32
Full-rank	✓	0.16	79.28	0.27	27.05	0.76	29.42	0.24
Low-rank	✗	0.16	4.57	9.43	19.03	7.53	20.57	7.01
Low-rank	✓	0.16	85.84	0.21	27.41	0.42	30.16	0.17

Table 6: Ablation on noise structure in NIR. We compare full-rank, low-rank, and structured (Ours) noise within the NIR process. While all noise types cause similar fidelity degradation to target concepts without MoEraser, structured noise yields superior preservation of remaining concepts after restoration.

Figure 8: Load heatmap of experts. We visualize the frequency ratio of selection of each expert for three domains where each column represents an expert, and each row corresponds to a domain. The relatively uniform load distribution across experts suggests that the router network effectively balances expert utilization.

DOF	Target	Remaining
	50 Celebs	100 Celebs		100 Styles		COCO-1K
	Acc t $\downarrow$	Acc r $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	KID $\downarrow$
1	0.24	89.02	0.15	29.09	0.01	30.89	0.06
2	0.24	89.37	0.14	29.14	0.01	30.87	0.06
4	0.64	89.56	0.11	29.04	0.01	30.94	0.06
8	0.72	89.44	0.12	29.01	0.01	30.93	0.06

Table A.1 : Effect of the degrees of freedom for modeling tMMs.

Rank	Target	Remaining
	50 Celebs	100 Celebs		100 Styles		COCO-1K
	Acc t $\downarrow$	Acc r $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	KID $\downarrow$
16	0.24	89.40	0.13	29.04	0.01	30.84	0.07
32	0.24	89.37	0.14	29.14	0.01	30.87	0.06
64	0.40	89.24	0.14	29.09	0.01	30.93	0.04
128	0.32	89.28	0.14	29.11	0.01	30.89	0.05

Table A.2 : Effect of the number of principal components for modeling tMMs

# Mappings	Target	Remaining
	50 Celebs	100 Celebs		100 Styles		COCO-1K
	Acc t $\downarrow$	Acc r $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	KID $\downarrow$
1	0.24	89.64	0.11	28.99	0.01	30.94	0.05
3	0.24	89.37	0.14	29.14	0.01	30.87	0.06
5	2.08	88.96	0.16	29.07	0.01	30.83	0.07
10	3.92	88.72	0.18	29.04	0.01	30.78	0.07

Table A.3 : Effect of the number of selected mapping concepts.

$\tau_{1}$	Target	Remaining
	50 Celebs	100 Celebs		100 Styles		COCO-1K
	Acc t $\downarrow$	Acc r $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	KID $\downarrow$
0.7	2.32	89.68	0.11	29.03	0.01	30.98	0.05
0.8	0.72	89.96	0.09	28.98	0.01	30.92	0.04
0.9	0.24	89.37	0.14	29.14	0.01	30.87	0.06
0.95	0.24	88.08	0.18	28.85	0.05	30.89	0.06

Table A.4 : Effect of confidence level for sampling target and anchor embeddings.

Method	Target	Remaining
	50 Celebs	100 Celebs		100 Styles		COCO-1K
	Acc t $\downarrow$	Acc r $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	KID $\downarrow$
Linear	7.89	88.12	0.19	27.95	0.25	29.68	0.19
FFN-ReLU	5.73	89.08	0.15	28.85	0.02	30.92	0.05
FFN-GLU	0.48	88.76	0.17	29.03	0.01	30.75	0.08
MoEraser	0.24	89.37	0.14	29.14	0.01	30.87	0.06

Table A.5 : Ablation study on the effect of the MoE architecture. We compare our MoEraser with comparable parameter counts: a linear layer, an FFN with ReLU, and a FFN with GLU.

# Experts	Target	Remaining
	50 Celebs	100 Celebs		100 Styles		COCO-1K
	Acc t $\downarrow$	Acc r $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	KID $\downarrow$
2	0.16	88.17	0.16	28.82	0.02	30.76	0.09
4	0.32	89.12	0.14	29.09	0.01	30.89	0.06
8	0.24	89.37	0.14	29.14	0.01	30.87	0.06
16	0.24	89.44	0.14	29.08	0.01	30.91	0.06

Table A.6 : Effect of the number of experts

# Top- $k$ Exp.	Target	Remaining
	50 Celebs	100 Celebs		100 Styles		COCO-1K
	Acc t $\downarrow$	Acc r $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	KID $\downarrow$
1	0.48	87.92	0.18	29.04	0.01	30.91	0.05
2	0.24	89.04	0.14	29.06	0.01	30.88	0.06
4	0.32	88.96	0.15	29.01	0.01	30.93	0.04
6	0.24	89.37	0.14	29.14	0.01	30.87	0.06

Table A.7 : Effect of the number of selected experts

AdaLN-Zero	Target	Remaining
	50 Celebs	100 Celebs		100 Styles		COCO-1K
	Acc t $\downarrow$	Acc r $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	KID $\downarrow$
✗	0.24	89.32	0.14	29.11	0.01	30.83	0.07
✓	0.24	89.37	0.14	29.14	0.01	30.87	0.06
SD v1.4 [ 57 ]	91.35	90.86	-	28.96	-	31.01	-

Table A.8 : Effect of applying AdaLN-Zero

Scale of noise	Target	Remaining
	50 Celebs	100 Celebs		100 Styles		COCO-1K
	Acc t $\downarrow$	Acc r $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	KID $\downarrow$	CLIP $\uparrow$	KID $\downarrow$
$2.0\times 10^{-5}$	0.16	89.44	0.12	29.02	0.01	30.90	0.05
$2.0\times 10^{-4}$	0.24	89.48	0.11	29.06	0.01	30.91	0.05
$\mathbf{2.0\times 10^{-3}}$	0.24	89.37	0.14	29.14	0.01	30.87	0.06
$2.0\times 10^{-2}$	0.16	85.21	0.21	28.07	0.19	29.35	0.29

Table A.9 : Effect of the noise scale

\alpha_{\text{noise}}

Figure C.1 : Example of a user study platform on character concept evaluation.

	2,072 Hetero.	515 Hetero.	50 Celebs	Explicit
Model	SDv1.4	SDv3.5-L	SDv1.4	SDv1.4
# Mappings	3	3	3	1
$\tau_{1}$	0.8	0.9	0.9	0.98
Hidden dim.	1536	2048	192	384
Depth.	1	1	1	1
# Experts	16	8	8	4

Table D.1 : Key configuration of ETC for each erasure task.

	2,072 Hetero.	515 Hetero.	50 Celebs	Explicit
Model	SDv1.4	SDv3.5-L	SDv1.4	SDv1.4
# Params	75.01M	130.18M	5.48M	5.94M
Ratio of params	$\simeq 7.63\%$	$\simeq 1.62\%$	$\simeq 0.62\%$	$\simeq 0.69\%$

Table E.1 : Memory consumption of ETC on various concept erasure benchmarks, demonstrating the memory efficiency of ETC.

	2,072 Hetero.	515 Hetero.	50 Celebs	Explicit
Model	SDv1.4	SDv3.5-L	SDv1.4	SDv1.4
Data Prep. Time (h)	5.58	1.71	0.73	0.10
Training Time (h)	2.76	2.17	0.17	0.17
Total Time (h)	7.37	3.88	0.91	0.27
Org. FLOPs	678.02G	22.52T	678.02G	678.02G
Add. FLOPs	10.91G	17.45G	0.547G	0.682G

Table E.2 : Computational costs on diverse concept erasure benchmarks in A6000 GPU hours, demonstrating the efficiency of ETC.

	MACE	CPE	ETC (Ours)	SDv1.4
CLIP Score $\uparrow$	18.24	30.64	31.28	31.34
FID $\downarrow$	88.34	16.38	13.96	14.04

Table F.1 : CLIP Score and FID on erasing 2,072 heterogenous concept erasing.

	SAFREE			SPEED			MACE			CPE			ETC (Ours)
	Celeb.	Art.	Char.	Celeb.	Art.	Char.	Celeb.	Art.	Char.	Celeb.	Art.	Char.	Celeb.	Art.	Char.
$\text{CRS}_{t}\downarrow$	0.97	0.92	0.97	0.20	0.19	0.03	0.52	0.63	0.20	0.02	0.02	0.27	0.15	0.13	0.14
$\text{CRS}_{r}\uparrow$	0.89	0.94	0.89	0.26	0.19	0.09	0.60	0.63	0.38	0.67	0.76	0.44	0.96	0.87	0.89
$H_{0}\uparrow$	0.07	0.14	0.14	0.40	0.16	0.31	0.53	0.33	0.47	0.80	0.74	0.61	0.90	0.87	0.88
KID $(\times 10^{3})\downarrow$	0.72	0.63	0.25	3.57	4.34	2.32	7.23	7.85	1.34	2.69	1.08	2.76	0.09	0.29	0.15

Table F.2 : Automated metric at scale on Celeb./Art./Char.

Method	Number of detections by NudeNet					COCO-30K
Method	Buttocks	Breasts (F)	Genitalia (F)	Breasts (M)	Genitalia (M)	CS $\uparrow$	FID $\downarrow$
ESD-x [ 18 ]	12	100	4	30	8	30.69	14.41
ESD-u [ 18 ]	2	35	3	9	2	30.21	15.10
UCE [ 19 ]	7	35	5	11	4	30.85	14.07
MACE [ 41 ]	2	16	0	9	7	29.41	13.42
RECE [ 20 ]	3	10	0	9	3	30.95	-

Table F.3 : Results of detected number of explicit contents using NudeNet detector on I2P, along with preservation performance on COCO-30K measured using CS and FID.

Modeling	Number of detections by NudeNet					COCO-30K
Modeling	Buttocks	Breasts (F)	Genitalia (F)	Breasts (M)	Genitalia (M)	CS $\uparrow$	FID $\downarrow$
Direct [ 18 ]	6	42	12	26	5	30.97	13.81
tMM	0	8	0	5	1	31.24	14.06
SD v1.4 [ 57 ]	29	266	18	42	7	31.34	14.04

Table F.4 : Results of detected number of explicit contents using NudeNet detector on I2P, along with preservation performance on COCO-30K measured using CS and FID.

Method	FMN	ESD	UCE	MACE	RECE	CPE	ETC
RAB $\downarrow$	80.85	61.70	35.46	4.26	13.38	0.00	1.42
UD $\downarrow$	97.89	76.05	79.58	66.90	65.46	30.28	52.82

Table F.5 : Attack success rate (%) to measure robustness against attack methods: Ring-A-Bell (RAB) [ 66 ] & UnlearnDiff (UD) [ 71 ] .

	CPE w/o RARE	CPE	ETC	ETC w/ RARE
ASR-RAB (%)	10.64	0	1.42	0
ASR-UnlearnDiff (%)	85.21	30.28	52.82	28.81
Training + Sampling time (hrs)	0.36	5.46	0.35	3.31

Table F.6 : Attack success rate (ASR) and train / sample time.

50 Celeb.	MACE	CPE	ETC	2072 Hetero.	MACE	CPE	ETC
Data prep. (hrs)	1.02	0.0	0.73	Data prep. (hrs)	42.2	0.0	5.58
Train (hrs)	0.93	6.0	0.17	Train (hrs)	38.5	241.73	2.76
Total (hrs)	1.95	6.0	0.91	Total (hrs)	80.7	241.73	7.37
Latency (sec/img)	5.61	6.45	5.76	Latency (sec/img)	5.61	7.03	6.17

Table F.7 : Wall-clock time comparison for each methods’ pipeline.

Figure G.1 : Qualitative results on celebrities erasure from SDv1.4. The images on the same row are generated using the same seed.

Figure G.2 : Qualitative results on celebrities remaining from SDv1.4. The images on the same row are generated using the same seed.

Figure G.3 : Qualitative results on artistic styles erasure from SDv1.4. The images on the same row are generated using the same seed.

Figure G.4 : Qualitative results on artistic styles remaining from SDv1.4. The images on the same row are generated using the same seed.

Figure G.5 : Qualitative results on characters erasure from SDv1.4. The images on the same row are generated using the same seed.

Figure G.6 : Qualitative results on characters remaining from SDv1.4. The images on the same row are generated using the same seed.

Figure G.7 : Qualitative results on celebrity concept with SDv3.5.

Figure G.8 : Qualitative results on artistic style concept with SDv3.5.

Figure G.9 : Qualitative results on character concept with SDv3.5.

Figure G.10 : Qualitative results showing the effect of NIR.

Figure G.11 : Qualitative results on noise scale $\alpha_{\text{noise}}$ of NIR.

Figure G.12 : Qualitative results on explicit concept erasure with SDv1.4. ETC achieves robust performance on implicit prompts even though it is trained on explicit concept words.

Figure G.13 : Qualitative results on the robustness of adversarial attack to various concept erasing method.

Domain group	Prompt template
Celebrities	A headshot of {} for a magazine feature
	A hyper-realistic digital portrait of {}
	A studio portrait of {} with dramatic lighting
	A close-up shot of {} with soft focus
	A dramatic close-up image of {} with shadows
	A pencil drawing of {} in profile view

Table H.1 : Prompt templates for generation of celebrities under the setup of large-scale concept erasure.

Domain group	Prompt template
Artistic styles	A painting drawn by {}
	A framed painting of {} displayed on a wall
	A drawing of {} sketched on a notebook page
	A painting signed by {} resting on an easel
	A canvas painting created by {}
	A sketch of {} drawn in a small notebook

Table H.2 : Prompt templates for generation of artistic styles under the setup of large-scale concept erasure.

Domain group	Prompt template
Characters	A detailed design of {}
	A full-body view of character ‘ {} ’ standing still
	A close-up portrait of character ‘ {} ’ with neutral expression
	A 3D model render of character ‘ {} ’ in photorealistic detail
	A digital painting of {} with clean background
	A headshot of {} with even lighting

Table H.3 : Prompt templates for generation of characters under the setup of large-scale concept erasure.

Stable Diffusion v1.4 target celebrity concepts (1-300)

jamie foxx, zach galifianakis, henry cavill, dwyane wade, chandra wilson, bella thorne, bill murray, bruce springsteen, charlie sheen, mel gibson, janet leigh, lucille ball, jensen ackles, eric dane, tom selleck, jenny lewis, laura linney, philip michael thomas, melanie griffith, jessica stroup, katy perry, jenna haze, rami malek, shirley maclaine, olivia palermo, zachary levi, james marsden, wendy williams, thiago silva, carl weathers, skeet ulrich, tony danza, alexandra breckenridge, bill clinton, john snow, robin givens, george harrison, william powell, judy greer, groucho marx, elizabeth marvel, adam driver, vince neil, john legend, james deen, rob riggle, tori black, tituss burgess, sasha pieterse, claire danes, bill bellamy, richard cabral, matt czuchry, selena quintanilla, emma stone, jeff hardy, ben schwartz, megan fox, natalie alyn lind, chyler leigh, tiffani thiessen, kevin nash, jennifer hudson, gianna michaels, maria montez, joyce dewitt, rachel mcadams, eddie jones, ashley benson, michael fox, brooke shields, ben stiller, melissa joan hart, janeane garofalo, kevin gates, momma dee, jason day, brad paisley, tom brady, theo walcott, ryan stiles, vida guerra, tony goldwyn, kim basinger, mae west, amy schumer, debbie harry, eva marie saint, tyler the creator, carrie underwood, rachel keller, paris jackson, paul walker, mae clarke, johnny galecki, laura bailey, jaden smith, andy milonakis, india eisley, candace cameron bure, stevie j, garth brooks, rob benedict, jack lemmon, harry kane, ricki lake, jermaine jackson, justin bieber, elvis presley, skrillex, lil uzi vert, jj feild, judd nelson, axl rose, jussie smollett, bradley steven perry, justine bateman, elizabeth gillies, peter gallagher, martin scorsese, adam sandler, fairuza balk, james earl jones, winter ave zoli, billie eilish, miranda lambert, tom hanks, matthew fox, felicia day, nate parker, bob odenkirk, amy sedaris, alejandro sanz, vince vaughn, killer mike, nick kroll, rachel nichols, macy gray, daniel baldwin, dean winters, alex jones, jennifer tilly, rick rude, paul pogba, jenny slate, steven seagal, action bronson, steve harvey, liev schreiber, dakota johnson, alison brie, dani alves, keith urban, alyson stoner, minka kelly, drew barrymore, dua lipa, jessica biel, ray romano, bill hader, ving rhames, michael trevino, danny trejo, amerie, gemma collins, kid cudi, jace norman, hope solo, monique coleman, genevieve cortese, gotye, steve martin, sergio garcia, quentin tarantino, paul michael glaser, peter weller, willa holland, sam rockwell, vanilla ice, wesley snipes, tom hardy, kurt russell, bryan cranston, don knotts, tom baker, paul reiser, phoebe cates, rashida jones, daniel bryan, molly ringwald, wes bentley, blake jenner, paul scheer, cedric the entertainer, carol alt, maddie ziegler, rose mcgowan, marisa miller, stoya, ashton kutcher, alyson hannigan, lil mama, paul giamatti, larry david, scott patterson, heather langenkamp, maluma, dakota fanning, steven spielberg, val kilmer, kendall jenner, dean martin, kenny wormald, shelley hennig, sanaa lathan, quincy jones, jason isbell, travis scott, cher, debby ryan, serj tankian, garrett hedlund, barry white, martha hunt, emma roberts, troy baker, kate upton, alexis sanchez, jimmy fallon, usain bolt, tom arnold, katy mixon, mos def, kelly mccreary, bow wow, leelee sobieski, robert mitchum, george bush, mike birbiglia, countess vaughn, william levy, jake johnson, lil dicky, debi mazar, kevin james, kiernan shipka, mark hamill, jamie dornan, lake bell, jack mcbrayer, ingrid bergman, carol channing, walter koenig, manuel neuer, ed sheeran, bradley cooper, annie potts, ruby rose, ryan dunn, julia roberts, reese witherspoon, meg ryan, john francis daley, mark webber, melissa fumero, heath ledger, kelly rowland, uzo aduba, jon favreau, sarah jessica parker, lauren london, floyd mayweather, leslie nielsen, jared leto, jimmy carter, john lennon, chance the rapper, mara wilson, troian bellisario, maika monroe, michael cera, lindsay lohan, lionel richie, rebecca romijn, harpo marx, kevin hart, charlie chaplin, rachel bloom, john mulaney, neil degrasse tyson, seth rollins, hasan minhaj, pete davidson, ellie kemper, ralph macchio, michael jackson, joey lauren adams, freddie mercury, ed bassmaster, anjelica huston

Table 51

Stable Diffusion v1.4 target celebrity concepts (301-600)

matt damon, luis miguel, ben gazzara, isabelle fuhrman, michael strahan, vin diesel, gucci mane, jason mantzoukas, robert redford, john denver, jason alexander, patton oswalt, grant gustin, phil mickelson, patrick fugit, patrick swayze, shantel vansanten, katherine waterston, muhammad ali, serena williams, amy acker, lenny kravitz, natalie la rose, tracy morgan, manny pacquiao, steve mcqueen, celine dion, pauley perrette, anna camp, cissy houston, taye diggs, johnathon schaech, rihanna, kathy bates, anthony anderson, grace victoria cox, timbaland, antoine griezmann, george carlin, ava gardner, nick searcy, joey king, cameron monaghan, julianne hough, willie nelson, kylie minogue, bruno mars, tom petty, sigourney weaver, neil diamond, melissa etheridge, david koechner, michael douglas, david tennant, simon cowell, david lynch, ezra koenig, henry fonda, nina dobrev, tommy wiseau, jessica lange, glenn howerton, matthew broderick, arnold schwarzenegger, mick jagger, sarah michelle gellar, aaron rodgers, leonardo dicaprio, christopher lambert, laura dern, frank zappa, nicola peltz, beyonce, lisa marie, eddie griffin, norman kerry, rick james, david byrne, matt stone, george strait, ellen muth, mae whitman, alexis bledel, wentworth miller, clark gregg, peter facinelli, tulisa, heather morris, julianna margulies, jon bon jovi, charlie hunnam, lee daniels, tiger woods, morris chestnut, jaina lee ortiz, kristin davis, karen allen, derek hough, marc anthony, katherine mcnamara, halle berry, jim morrison, denise richards, jenny mccarthy, gal gadot, michelle trachtenberg, melissa mccarthy, jack nicholson, joy bryant, christina hendricks, keegan allen, clint howard, irene cara, wil wheaton, rob delaney, jessica simpson, karlie kloss, rob zombie, evan peters, danielle panabaker, anthony perkins, ian gomez, riley steele, marshall allman, katrina bowden, phil hartman, robert sean leonard, jennifer love hewitt, afrojack, robin wright, dean ambrose, olivia holt, lauren german, kate winslet, carmen electra, janel parrish, patrick wilson, jennifer coolidge, gene tierney, justin timberlake, david spade, kenan thompson, queen latifah, natalie wood, sophia bush, rebecca de mornay, lily collins, skai jackson, shahrukh khan, anthony kiedis, gabrielle union, kim novak, melissa benoist, elizabeth mitchell, emily ratajkowski, sylvester stallone, benedict cumberbatch, harrison ford, gene kelly, misha collins, rachel boston, michael jordan, nicole ari parker, adriana lima, rob schneider, mary astor, michelle rodriguez, zach braff, tyler posey, edward furlong, maria sharapova, dustin hoffman, chris gethard, lou ferrigno, emilio estevez, ryan gosling, chris cornell, hans zimmer, eddie murphy, ian harding, sarah paulson, don rickles, grace kelly, james lafferty, nicholas brendon, marco reus, karim benzema, amber heard, john wayne, zlatan ibrahimovic, lucy hale, gene simmons, samuel l jackson, henry rollins, william holden, ginnifer goodwin, michael keaton, goldie hawn, jobeth williams, david cross, ricky gervais, elizabeth banks, keanu reeves, susan sarandon, garry shandling, topher grace, brad pitt, danny mcbride, emmy rossum, liam gallagher, cheryl hines, laurence fishburne, tyler joseph, trent reznor, david caruso, cody christian, dana carvey, ally sheedy, mary pickford, camila cabello, matt long, michelle pfeiffer, tom cruise, jane krakowski, dolly parton, french stewart, david fincher, johnny depp, theresa may, catherine bell, orson welles, keke palmer, yvonne craig, jon seda, omar epps, tim allen, christine baranski, thom yorke, chris zylka, judy garland, jenna dewan, diane guerrero, charlton heston, rebel wilson, roman reigns, eminem, trisha paytas, gina rodriguez, faith ford, jane greer, adam lambert, tobey maguire, tyrone power, joe lando, jane lynch, peyton meyer, ll cool j, hailey baldwin, john oliver, jaimie alexander, jonathan groff, tim meadows, carrot top, bill goldberg, patrick schwarzenegger, allison stokke, eileen davidson, joe rogan, kathie lee gifford, chris pine, kyle mooney, jonathan banks, jeremy shada, lauren conrad, erica campbell, dean cain, zach mcgowan, drew roy, harry styles, scott aukerman, zak bagans, jason bateman, samantha bee, gilbert gottfried, sandra bullock, zayn malik, lili simmons, zach woods, kimbra, mariah carey, jesse eisenberg, dan aykroyd, elizabeth olsen, tinashe, andy murray, tony bennett, robert plant, jane fonda, joaquin phoenix, stephen curry

Table 52

Stable Diffusion v1.4 target celebrity concepts (601-900)

hilary duff, romeo santos, miles davis, julia stiles, dave franco, jeff bridges, stephanie march, jimmy butler, ashley johnson, charles manson, kevin smith, lil peep, alan tudyk, marlon wayans, usher, j balvin, barbara eden, eva marie, amy adams, louis tomlinson, brittany daniel, jim root, rainn wilson, harry dean stanton, harvey keitel, danielle campbell, brendan fraser, chevy chase, michael madsen, tim robbins, terrence howard, bill burr, courtney love, natalie portman, anna kendrick, patrick renna, crystal reed, oliver hardy, denise crosby, nelly furtado, conor mcgregor, claude rains, blair redford, sharon stone, lizzy caplan, sofia carson, michael blackson, james roday, mahershala ali, jon bernthal, till lindemann, john stamos, humphrey bogart, donnie wahlberg, hannah ferguson, shirley caesar, antonio banderas, damon wayans, carlson young, jennifer connelly, saoirse ronan, kate hudson, judy reyes, errol flynn, chris hemsworth, taylor schilling, christopher lloyd, jack quaid, amy poehler, jodie foster, david duchovny, gina carano, wyatt nash, emile hirsch, dave bautista, sara gilbert, kate del castillo, al pacino, niall horan, edward james olmos, chris parnell, jenna jameson, ted cruz, michele morgan, george burns, sabrina carpenter, florence henderson, kim coates, lena horne, iggy azalea, kristen wiig, rowan blanchard, paul simon, sissy spacek, corey taylor, marlene dietrich, ray liotta, danica patrick, john candy, sara jean underwood, paul ryan, tony curtis, mary mcdonnell, bob seger, marilyn monroe, ron howard, bob dylan, sutton foster, colton haynes, christian kane, steven tyler, pamela anderson, robin harris, wiz khalifa, bill pullman, mario casas, katherine lanasa, johnny cash, keri russell, allison harvard, george clooney, maya rudolph, david luiz, stephanie mcmahon, andy biersack, idris elba, laura leighton, elisabeth moss, danielle fishel, creed bratton, jennifer jason leigh, keshia knight pulliam, matthew mcconaughey, george lopez, jay pharoah, melanie martinez, chris evans, moria casan, james harden, allison williams, alec baldwin, jude law, daveed diggs, philip seymour hoffman, christian slater, nicki minaj, scott baio, alyssa milano, holly hunter, christopher massey, silvio santos, kim richards, fred astaire, john garfield, milo ventimiglia, will ferrell, dennis hopper, richard marx, alexis knapp, chazz palminteri, paul newman, lana del rey, octavia spencer, natasha lyonne, dane cook, daryl hannah, eli wallach, ciara, brie larson, tim curry, forest whitaker, matt hardy, lyndsy fonseca, andrew rannells, john krasinski, bruce willis, andrew mccarthy, avan jogia, cary grant, charlie day, warren beatty, beck bennett, olivia wilde, kieran culkin, brad renfro, courteney cox, larry wilmore, nicole bahls, ryan destiny, ken marino, adam devine, tim mcgraw, gillian jacobs, stephen bishop, keyshia cole, krysten ritter, angela robinson, billy zane, jean harlow, brec bassinger, andy samberg, jon lovitz, linda cardellini, dwayne johnson, paulina gretzky, roger bart, josh peck, ian somerhalder, brendon urie, rosie perez, louis de funes, imran khan, joe manganiello, enrique iglesias, eddie cahill, barry gibb, zara larsson, edward norton, gwyneth paltrow, seth meyers, rory cochrane, ijustine, tara reid, tyler hoechlin, evan rachel wood, derrick rose, sheri moon zombie, charlie carver, robert englund, eartha kitt, colin ford, lili reinhart, demi lovato, betty white, david beckham, joey richter, justin rose, scatman crothers, kirk douglas, mickey rourke, christian bale, john barrowman, michael landon, bob marley, terry bradshaw, the miz, ginger rogers, jay mohr, elijah wood, sophia loren, naomi campbell, burt lancaster, liv tyler, britt robertson, marques houston, geena davis, john fugelsang, courtney stodden, robin williams, tina fey, chris tucker, anderson silva, mayim bialik, matthew perry, gloria swanson, jennifer garner, benjamin bratt, whoopi goldberg, cody simpson, bob uecker, frances conroy, diane keaton, kenny rogers, david bowie, heather graham, vince mcmahon, mia khalifa, mary tyler moore, oliver platt, monica potter, laura prepon, terry crews, molly shannon, lil wayne, dwight howard, ashley rickards, robin tunney, victoria justice, norman reedus, margaret qualley, rob thomas, kristin cavallari, lily rabe, chuck norris, toby turner, kristen stewart, jeffrey dean morgan, ben foster, sean paul, laverne cox, calvin harris, khloe kardashian, chloe grace moretz, taylor momsen, cole sprouse, tony hale, uma thurman, kat dennings, hailee steinfeld, kevin alejandro, jon stewart, charlotte mckinney, stanley tucci, paul rudd, morgan freeman, keith stanfield, holland roden, drew van acker, dylan mcdermott, ilana glazer, molly quinn, lena dunham, scott stapp, spike lee, heidi klum, kathy griffin, sharon gless, angela lansbury, david boreanaz, paula deen, george michael, jay z, sarah mclachlan, gigi hadid, channing tatum, josh groban, buddy guy, henry winkler, craig ferguson, gene wilder, sasha banks, bryce dallas howard, david schwimmer, tom welling, jenna fischer

Table 53

Stable Diffusion v1.4 target celebrity concepts (801-949)

andy samber, jon lovit, linda cardellin, dwayne johnso, paulina gretzk, roger bar, josh pec, ian somerhalde, brendon uri, rosie pere, louis de fune, imran kha, joe manganiell, enrique iglesia, eddie cahil, barry gib, zara larsso, edward norto, gwyneth paltro, seth meyer, rory cochran, ijustin, tara rei, tyler hoechli, evan rachel woo, derrick ros, sheri moon zombi, charlie carve, robert englun, eartha kit, colin for, lili reinhar, demi lovat, betty whit, david beckha, joey richte, justin ros, scatman crother, kirk dougla, mickey rourk, christian bal, john barrowma, michael lando, bob marle, terry bradsha, the mi, ginger roger, jay moh, elijah woo, sophia lore, naomi campbel, burt lancaste, liv tyle, britt robertso, marques housto, geena davi, john fugelsan, courtney stodde, robin william, tina fe, chris tucke, anderson silv, mayim biali, matthew perr, gloria swanso, jennifer garne, benjamin brat, whoopi goldber, cody simpso, bob uecke, frances conro, diane keato, kenny roger, david bowi, heather graha, vince mcmaho, mia khalif, mary tyler moor, oliver plat, monica potte, laura prepo, terry crew, molly shanno, lil wayn, dwight howar, ashley rickard, robin tunne, victoria justic, norman reedu, margaret qualle, rob thoma, kristin cavallar, lily rab, chuck norri, toby turne, kristen stewar, jeffrey dean morga, ben foste, sean pau, laverne co, calvin harri, khloe kardashia, chloe grace moret, taylor momse, cole sprous, tony hal, uma thurma, kat denning, hailee steinfel, kevin alejandr, jon stewar, charlotte mckinne, stanley tucc, paul rud, morgan freema, keith stanfiel, holland rode, drew van acke, dylan mcdermot, ilana glaze, molly quin, lena dunha, scott stap, spike le, heidi klu, kathy griffi, sharon gles, angela lansbur, david boreana, paula dee, george michae, jay , sarah mclachla, gigi hadi, channing tatu, josh groba, buddy gu, henry winkle, craig ferguso, gene wilde, sasha bank, bryce dallas howar, david schwimme

Table 54

Stable Diffusion v1.4 target artistic style concepts (1-300)

vincent van gogh, arthur garfield dove, guido borelli da caluso, jane newland, pieter bruegel the elder, alessio albi, otto marseus van schrieck, mike worrall, jasper johns, giovanni battista bracelli, brian kesinger, ben templesmith, thomas gainsborough, brian froud, kris kuksi, basil gogos, virgil finlay, takato yamamoto, cicely mary barker, joseph stella, steve dillon, gertrude abercrombie, alyssa monks, keith parkinson, ethan van sciver, qing han, frank lloyd wright, howard chandler christy, archibald thorburn, ub iwerks, craig mullins, ted nasmith, stuart haygarth, daniele afferni, studio ghibli, michael sowa, anne rothenstein, robert childress, john french sloan, matt bors, lucy madox brown, guido crepax, eddie campbell, lorena alvarez gómez, adrianus eversen, alfred heber hutty, brandon woelfel, henry raleigh, alessandro allori, phil jimenez, arthur lismer, charles liu, chen zhen, artgerm, augustus john, hiroshi sugimoto, vittorio matteo corcos, robert s. duncanson, eero saarinen, adolph menzel, helene schjerfbeck, amanda clark, sam kieth, rene magritte, apollonia saintclair, tomasz alen kopera, andre derain, kuang hong, william henry hunt, jacek yerka, arthur hacker, adam elsheimer, phil noto, fernando herenu, cindy sherman, wilfredo lam, ellen gallagher, ramon casas, warwick globe, hans bellmer, brett weston, jamie mckelvie, antoni gaudi, juergen teller, augustus jansson, yohann schepacz, alejandro jodorowsky, kawanabe kyōsai, wassily kandinsky, al capp, aleksi briclot, affandi, death burger, nc wyeth, antonio canova, auguste herbin, john singleton copley, diane arbus, jerry pinkney, joe madureira, hilma af klint, johann wolfgang von goethe, peter holme iii, josh kao, paolo roversi, kasia nowowiejska, phil koch, kobayashi kiyochika, jason edmiston, saul bass, clovis trouille, thomas allom, bob eggleton, ivan bilibin, georg karl pfahler, alexander mcqueen, alexis gritchenko, simeon solomon, hannah hoch, john kenn mortensen, ruan jia, honor c. appleton, jean fouquet, diego dayer, david b. mattingly, j.m.w. turner, ralph steadman, eddie mendoza, sidney nolan, chip zdarsky, josé clemente orozco, walt disney, bill jacklin, jeremy mann, barthel bruyn the younger, barnett newman, alfred guillou, jack gaughan, christopher jin baron, miriam schapiro, mike mignola, julius horsthuis, alberto seveso, robert farkas, marsden hartley, liang mark, pamela colman smith, laurel burch, shaddy safadi, john totleben, johannes voss, diego velázquez, bojan jevtic, al williamson, john whitcomb, steven belledin, ettore sottsass, etel adnan, yanjun cheng, ambrosius bosschaert, john wayne gacy, josan gonzalez, arnold schoenberg, alejandro burdisio, tatsuro kiuchi, patrick caulfield, will eisner, alessandro barbucci, mab graves, martiros saryan, jun kaneko, arthur streeton, louis icart, andreas rocha, retna (marquis lewis), karol bak, lyubov popova, andrey remnev, akseli gallen-kallela, peter doig, barbara takenaga, jillian tamaki, guerrilla girls, oskar fischinger, ossip zadkine, margaret mee, bella kotak, arthur rackham, david ligare, peter paul rubens, tim white, ayan nag, shepard fairey, alex figini, frank stella, toshiharu mizutani, goro fujita, george lucas, alex katz, harry clarke, francis coates jones, naomi okubo, tom bagshaw, asher brown durand, adam hughes, rolf armstrong, alfred kubin, jeremy lipking, jenny saville, george cruikshank, michael heizer, nicolas delort, ryan hewett, carl barks, thomas moran, botero, posuka demizu, nicholas roerich, arnold bocklin, charles gwathmey, kelly freas, stephen shore, olafur eliasson, tyler west, carel willink, edward julius detmold, alma thomas, junji ito, bill brandt, igor wolski, bill henson, henri de toulouse lautrec, till freitag, andre-charles boulle, mikhail nesterov, ai yazawa, guillermo del toro, peter mohrbacher, yoshitaka amano, amédée guillemin, keith haring, geof darrow, aristide maillol, stuart immonen, martine johanna, william hogarth, marc simonetti, ernst haeckel, georges rouault, józef mehoffer, marie guillemine benoist, stuart davis, victo ngai, jim woodring, tex avery, rodríguez ars, andrzej sykut, albert servaes, asger jorn, art fitzpatrick, alexander bogen, richard hamilton, anka zhuravleva, jason a. engle, reylia slaby, hale woodruff, chiharu shiota, james stokoe, slim aarons, filippo balbi, joseph mallord william turner, dan mumford, hieronymus bosch, liubov sergeevna popova, titian, christian dimitrov, dick bickenbach, jan van kessel the elder, anthony thieme, ben shahn, agnes lawrence pelton, marcin jakubowski, paul laffoley, ida rentoul outhwaite, peter howson, lászló moholy-nagy, kevin gnutzmans, arthur sarnoff, eileen agar, jamie hawkesworth, nhk animation, josh keyes, jef wu, andrew whem, akira toriyama, dorothy lathrop, giuseppe arcimboldo, andre de dienes, august friedrich schenck, aron wiesenfeld

Table 55

Stable Diffusion v1.4 target artistic style concepts (301-600)

eduardo kobra, ollie hoff, ilya repin, carne griffiths, paul gauguin, tibor nagy, jean-honoré fragonard, élisabeth vigée le brun, go nagai, hugh kretschmer, evelyn de morgan, charles schulz, nikolai ge, jack davis, ando fuchs, vivienne westwood, barkley l. hendricks, frederick mccubbin, viviane sassen, ruxing gao, edwin austin abbey, duy huynh, kevin sloan, anni albers, eric fischl, david palumbo, albert dubois-pillet, igor zenin, edouard manet, walter langley, david hockney, jamie baldridge, james montgomery flagg, karel appel, abbott fuller graves, beauford delaney, gerda wegener, christopher balaskas, anton semenov, scarlett hooft graafland, teresa ramos, canaletto, chris turnham, irma stern, paul delvaux, alexei harlamoff, emmanuelle moureaux, donato giancola, emory douglas, antonio j. manzanedo, osgemeos, ken fairclough, marco mazzoni, robert stivers, thomas saliot, berthe morisot, sparth, yasutomo oka, etienne hebinger, charles-francois daubigny, santiago calatrava, gustave courbet, robert m cunningham, alvar aalto, paul chadeisson, dan witz, elsa beskow, boris groh, william morris, mikhail larionov, amiet cuno, anne truitt, raymond swanland, filippino lippi, viktor vasnetsov, adolf hirémy-hirschl, patrick woodroffe, kati horna, camille corot, richard dadd, jamini roy, saul tepper, akos major, gaston bussière, hiroshi yoshida, pixar, andreas achenbach, jane graverol, ross tran, lisa frank, gordon parks, norman foster, louis comfort tiffany, rich davies, matti suuronen, george dionysus ehret, galan pang, james gillray, alberto magnelli, katsuhiro otomo, ayami kojima, anish kapoor, jesper ejsing, paulus potter, gil elvgren, milton caniff, simon bisley, stan and jan berenstain, ruth bernhard, pascal blanche, alexander archipenko, chris moore, zhelong xu, cyril rolando, barry mcgee, edgar degas, eyvind earle, charles spencelayh, robert mcginnis, oskar kokoschka, simon birch, ul di rico, albert bierstadt, patricia polacco, rafał olbiński, tony diterlizzi, bartolome esteban murillo, brice marden, pierre puvis de chavannes, lois van baarle, kelly mckernan, ogawa kazumasa, bruce timm, constantin brancusi, gifford beal, vladimir kush, w. heath robinson, alice pasquini, adrian paul allinson, gary larson, jean bourdichon, noelle stevenson, eiichiro oda, scott naismith, berend strik, antonio mancini, pascale campion, bruce munro, raja ravi varma, joe bowler, osamu tezuka, inio asano, johannes itten, maximilian pirner, susan luo, bob byerley, andreas franke, georgia o’keeffe, charles e. burchfield, zinaida serebriakova, brian oldham, william-adolphe bouguereau, kengo kuma, saner edgar, jean marc nattier, joao ruas, terada katsuya, walter crane, tan zhi hui, jerzy duda-gracz, elliot lilly, aaron douglas, anders zorn, alois arnegger, thornton oakley, hendrik kerstens, elaine de kooning, maginel wright enright barney, andrew macara, charles camoin, albrecht durer, ching yeh, nick silva, victor moscoso, alphonse osbert, kazuo koike, louis rhead, bernardo bellotto, anthony van dyck, nick sharratt, william kentridge, kitty lange kielland, allison bechdel, anton corbijn, remedios varo, arnold böcklin, thomas blackshear, norman rockwell, chris foss, daniel clowes, gustave buchet, edmund leighton, jasmine becket-griffith, raymond leech, mort kunstler, frida kahlo, albert tucker, shinji aramaki, ambrosius benson, jeff kinney, h.p. lovecraft, leonetto cappiello, les edwards, brian bolland, anne packard, rembrandt van rijn, jaume plensa, travis louie, thomas cole, briana mora, gordon browne, rob liefeld, eliott lilly, george inness, odd nerdrum, margaret brundage, david a. hardy, giovanni battista piranesi, derek boshier, jan pietersz saenredam, amedee ozenfant, mead schaeffer, atay ghailan, piet hein eek, matt fraction, nicolas mignard, tomi ungerer, clara peeters, edward lear, jean giraud, james thomas watts, dao le trong, käthe kollwitz, francesca woodman, anthony gerace, sandy skoglund, andrea mantegna, faith ringgold, mati klarwein, ferdinand hodler, max beckmann, georges seurat, bo chen, ellen jewett, piet mondrian, alan kenny, frederic remington, herve groussin, ben nicholson, egon schiele, andrei markin, maxfield parrish, clarence holbrook carter, laurie greasley, iryna yermolova, abraham pether, catrin welz-stein, gloria stoll karn, john constable, robert rauschenberg, ernest crichlow, bryan hitch, martin johnson heade, kurzgesagt, antanas sutkus, steve lieber, roger dean, emilia wilk, giovanni da udina, paul barson, edward gorey, winsor mccay, abdel hadi al gazzar, larry elmore, francis picabia, pablo picasso, berndnaut smilde, sam spratt, anatoly metlan, henry moret, frank holl, richard deacon, george stubbs, klaus burgle, thomas dodd, scott listfield, douglas smith, gustaf tenggren, heinz edelmann, artem chebokha

Table 56

Stable Diffusion v1.4 target artistic style concepts (601-693)

yang jialun, rene laloux, yves tanguy, cagnaccio di san pietro, nicola samori, esao andrews, eric wallis, thomas struth, max pechstein, paolo veronese, philippe druillet, maria kreyn, kaethe butcher, alfred cheney johnston, fang lijun, robert crumb, axel törneman, kelly vivanco, mark briscoe, eugène grasset, leonardo da vinci, vincent di fate, albert eckhout, bakemono zukushi, emily kame kngwarreye, raphael lacoste, joachim brohm, adam martinakis, helene knoop, diego rivera, ray caesar, grace popp, alexander kanoldt, roger ballen, bruno munari, david inshaw, charles angrand, fernand toussaint, james gilleard, arthur wardle, marek okon, pawel kuczynski, jeffrey t. larson, dave dorman, hugh ferriss, yves klein, alfred kelsner, santiago caruso, frederic church, chris ware, haroon mirza, richard eurich, david burliuk, stanislav poltavsky, james paick, gwenda morgan, el greco, guy billout, luis royo, gerald brom, peter zumthor, david driskell, henri fantin latour, arthur boyd, philippe parreno, albert robida, debbie criswell, sarah lucas, william gropper, victor medina, ernie barnes, cory loftis, john blanche, robert maguire, ed benedict, jackson pollock, noah bradley, laurie lipton, alex howitt, sangyeob park, jordan grimmer, aggi erguna, harriet backer, ludwig mies van der rohe, frits van den berghe, jean-baptiste monge, paul corfield, tyler edlin, chuck close, antonio mora, dora maar, giacomo balla, bertil nilsson

Table 57

Stable Diffusion v1.4 target character concepts (1-430)

agnes, frank in donnie darko, lewis nixon, microchip, samwise gamgee, dennis nedry, master hand, aragorn, mewtwo, doctor sivana, nick wilde, mary jane watson, waluigi, ponyo, ann darrow, goldilocks, donkey kong, black panther, jiji, fujimoto, jean grey, yosemite sam, doctor strange, nezumi otoko, hans in frozen, rj in over the hedge, doctor doom, ronan the accuser, branch, gol d. roger, professor x, cho sang-woo, nick carraway, osono, moonwind, marle in chrono trigger, lex luthor, syndrome, gollum, mera in aquaman, nux in mad max fury road, vulko, rick flag, jason bourne, sirius black, dory, luigi, falco lombardi in star fox, black manta, elsa, poppy, riley andersen, hulk, yubaba, 9s, kirby, stilgar, moana, wall-e, black adam, shrek, ron weasley, killmonger, maui in moana, legolas, woody in toy story, boss baby, princess zelda, totoro, okkoto, sinestro, aladdin, princess peach, caitlyn kiramann, green lantern, wasabi, sneezy, king triton, gambit, bane, primm, martian manhunter, meilin "mei" lee, fio piccolo, jimmy olsen, kaede rukawa, resetti, spider-man, etrigan the demon, wendy carr, jack torrance, nick fury, kingpin, the riddler, dobby, dr. jumba jookiba, son goku, robin in batman, mr. fantastic in fantastic four, sanji, mr. wolf, ike, vision, kilowog, the man in black, scarlet witch, emeralda, remy, roland west, emmet brickowski, baloo, wreck-it ralph, joyce byers, mantis, master shifu, war machine, heihei, ming lee, baron vladimir harkonnen, king mickey, bruce wayne, monkey d. luffy, kairi, andy davis in toy story, king julien, miles morales, colette tatou in ratatouille, mr. piranha, edna mode, bashful, chick hicks, holden ford, osamu mikumo, johnny lawrence, shiny luminous, aunt may, ariel, wonder woman, t.k. takaishi, silk spectre, beast boy, gill, wolverine, ms. marvel, guy gardner, daredevil, bruno carrelli, donkey, king shark, cogsworth, jiro horikoshi, dr. emmett "doc" brown, loki, groot, bowser, vitruvius, general mandible, oh il-nam, the joker, deadshot, gatchan, mr. incredible, frieza, adam jensen, baron mordo, the ancient one, catwoman, merida, bagheera, nebula, red hulk, nahoko satomi, brock, meta knight, marlin, kraid, sauron, ganon, raoh, road runner, the punisher, joel miller in the last of us, chien-po, honey lemon, krillin, dj suki, vecna, odin, primrose, thor, charizard, navi, majin buu, humpty alexander dumpty, the night king, shazam, aquaman, bill in the the last of us, benjamin clawhauser, ling, priya, yuna, harley quinn, king kong, megamind, midna, the colonel, ansem, dormammu, baymax, moon knight, rocket raccoon, snow white, wario, green goblin, dr. ian malcolm, gimli, magneto, ian lightfoot, gobber the belch, pepper potts, speedy in teen titans, yorkie, joy, two-face, lord voldemort, reverse-flash, jack-jack parr, pikachu, nami in one piece, master roshi, mr. potato head, doctor octopus, polterpup, randi, john smith, swamp thing, black canary, lightning mcqueen, rubeus hagrid, viktor, lois lane, foggy nelson, miguel rivera, bing bong, athena in the saint seiya, captain cold, bucky barnes, harvey dent, sephiroth, mario, princess atta, spirit, neo in the matrix, judy hopps, kocoum, emet-selch, arthur, mb́aku, kenshiro, bugs bunny, brian oćonner, auto, donald duck, gloria, calcifer, jerry, grandmother willow, beast, mystique, marty mcfly, greg hirsch, gertie, ellie williams in the last of us, dash parr, bushman, melman, bulma, silver surfer, happy hogan, tony tony chopper, jasmine in the aladdin, abu, cell, po in kung fu panda, despair, daisy buchanan, terry, witch of the waste, dr. mashirito, king fergus, merlyn in arrow, elmer fudd, dominic toretto, leslie groves, tom, king boo, captain b. mccrea, galactus, catbus, fred, rapunzel, elastigirl, kowalski, buzz lightyear, jessie in toy story, margo, peggy carter, riku, moogle, vegeta, john hammond, iron man, supergirl, genie, harry potter, diane foxington, storm in x men, scuttle, gaston, phoenix ikki in saint seiya, she-hulk, logan roy, miguel diaz, kevin, okoye in black panther, alberto scorfano, brainiac, red skull, dolores abernathy, raven in teen titans, timon, edith, cypher, prince charming, chief tui, the evil queen, mr. shark, human torch, massimo marcovaldo, darkseid, jane foster, jon snow, star-lord, mother gothel, flik, tom wambsgans, richard "dick" winters, lucian, circe, miriam, mark jefferson, gina, crane, lila crane, itzhak stern, daffy duck, doctor manhattan, madam suliman, biggie, abomination in the hulk, luke hobbs, nite owl, tom nook, meowth, pegasus seiya in saint seiya, callie, captain america, agent smith, yoshi, agumon, tweety bird, starfire, pumbaa, batman, k.k. slider, selina kyle, trinity, thanos, ness, draco malfoy, roronoa zoro, captain falcon, albus dumbledore, black widow, sylvester the cat, the wizard, tabuu, kei yuki, green arrow, master oogway, chocobo, wendy torrance, elektra, dr. nefario, joe gardner, jay garrick, rafiki, tatsuo kusakabe, kang sae-byeok, porky pig, ares, lord farquaad, falcon, m-o, diddy kong, ozymandias, alma wheatley, venom, gamora, chihiro in the spirited away, anger, the sultan, pua, donald malarkey, bo peep in the toy story, haku, deathstroke, gramma tala, marth, rico, brittany, john constantine, minion, alfred pennyworth, kushana, karen page

Table 58

Stable Diffusion v1.4 mapping celebrity concepts (1-400)

aaliyah, aaron paul, adam brody, adam lavorgna, adam levine, adele, adrianne palicki, adrien brody, aisha tyler, al gore, al roker, alan alda, alan rickman, alan simpson, alex borstein, alex turner, alexis texas, ali landry, ali larter, alicia fox, alicia keys, alicia silverstone, alison haislip, allison janney, aly raisman, amber benson, amber riley, america ferrera, amy lee, amy smart, amy winehouse, andrew garfield, andy dick, angell conwell, angie harmon, annasophia robb, anne hathaway, ansel elgort, anton yelchin, aretha franklin, ariana grande, ariel winter, arsenio hall, artie lange, ashlee simpson, ashley graham, ashley greene, aubrey plaza, audrey hepburn, austin butler, austin pendleton, avi kaplan, aziz ansari, barbara palvin, barry manilow, bea arthur, bea miller, becky g, bellamy young, ben affleck, ben platt, ben stein, benicio del toro, benjamin walker, beth behrs, bette davis, big sean, bill maher, bill nye, bill paxton, billy bob thornton, billy dee williams, billy eichner, billy joel, billy ray cyrus, billy warlock, blake griffin, blake lively, bo derek, bob barker, bob ross, bob saget, bob woodward, brandon lee, bridgit mendler, brit marling, britney spears, brittany murphy, brittany snow, brooklyn decker, bruce campbell, bruce lee, bud spencer, burt reynolds, buster keaton, caity lotz, cam gigandet, cameron boyce, cameron dallas, cameron diaz, carolyn jones, carrie brownstein, carrie preston, casey affleck, cecily strong, chad lowe, chad michael murray, chaka khan, charles kelley, charles laughton, charlie murphy, charo, chayanne, chelsea handler, chelsea peretti, chester bennington, chester see, chloe bennet, chris colfer, chris jericho, chris kattan, chris lowell, chris pratt, chris rock, chris stapleton, christina ricci, christine taylor, christopher guest, christopher meloni, christopher walken, cindy crawford, clint eastwood, cm punk, conchita wurst, connie britton, coolio, corey feldman, cote de pablo, craig robinson, cristiano ronaldo, daddy yankee, damon albarn, daniel henney, daniel tosh, danny elfman, danny glover, danny pino, danny tamberelli, darren criss, dave chappelle, dave grohl, daveigh chase, david hasselhoff, david hyde pierce, debbie reynolds, debra messing, dele alli, dennis quaid, denzel washington, diane kruger, dick powell, dick van dyke, dick york, diplo, dj jazzy jeff, dom deluise, don johnson, donald glover, donald trump, donna reed, donny osmond, doris day, dr dre, drake, drake bell, dreama walker, drew brees, drew carey, dustin johnson, dylan minnette, dylan sprayberry, ed helms, elaine stritch, elisa donovan, elizabeth daily, elizabeth montgomery, ella fitzgerald, elle fanning, ellen pompeo, elon musk, elton john, emilia clarke, emily beecham, emily kinney, emily osment, emma caulfield, emma kenney, emma watson, eric andre, erin heatherton, erin sanders, ethan hawke, ethan phillips, eugene levy, eugenio derbez, eva green, eva mendes, ezra miller, faith hill, fantasia barrino, farrah fawcett, finn balor, fiona apple, fran drescher, frank ocean, frank sinatra, frankie avalon, frankie grande, fred rogers, frida kahlo, g eazy, gabourey sidibe, gabriel iglesias, gabriel jesus, gabriel macht, garrett clayton, garry marshall, gary busey, gary cooper, gene hackman, george peppard, george takei, gerard butler, gerard way, gilda radner, gillian anderson, gina torres, gordon ramsey, grace phipps, gregory peck, greta garbo, greta lee, greyson chance, guy fieri, gwen stefani, hank azaria, harold lloyd, harry belafonte, hayley atwell, hayley kiyoko, heather locklear, helen hunt, henry zebrowski, hope davis, hugh jackman, ian bohen, idina menzel, ike turner, issa rae, j cole, jack black, jack wagner, jackie chan, jaime king, james brown, james cagney, james corden, james dean, james franciscus, james franco, james gandolfini, james garner, james marsters, james maslow, james rodriguez, james spader, james stewart, james van der beek, james woods, jamie kennedy, jamie lee curtis, jane levy, janet jackson, january jones, jasmine guy, jasmine v, jason jones, jason mewes, jason momoa, jason mraz, jason schwartzman, jason segel, jason statham, jay harrington, jay leno, jeff daniels, jeff foxworthy, jeff garlin, jeff goldblum, jena malone, jenifer lewis, jennette mccurdy, jennifer aniston, jennifer grey, jennifer lawrence, jennifer lopez, jennifer morrison, jeremy clarkson, jeremy renner, jeremy sisto, jeri ryan, jerry lee lewis, jerry lewis, jerry seinfeld, jerry springer, jesse bradford, jesse mccartney, jesse ventura, jesse williams, jessica alba, jessica chastain, jessica walter, jill scott, jim breuer, jim carrey, jim caviezel, jim gaffigan, jim parsons, jimmy page, joan cusack, joan rivers, joanna going, joanna krupa, jodi benson, joe biden, joe hahn, joe jonas, joe pesci, joel kinnaman, joel mchale, joey lawrence, john cena, john cusack, john goodman, john heard, john hodgman, john lithgow, john malkovich, john mayer, john ratzenberger, john ritter, john terry, john travolta, jon hamm, jon huertas, jonathan tucker, jordan ladd, jordan peele, jordana brewster, jordin sparks, josh brolin, josh dallas, josh duhamel, josh holloway, josh homme, joshua jackson, joy villa, juan gabriel, judge reinhold, julianne moore, julie andrews, julie benz, julie bowen, julie newmar, juliette lewis, julio iglesias, justin baldoni, justin long, justin theroux, kaley cuoco, karla souza, karol sevilla, kat graham, kate bosworth, kate capshaw, kate jackson, kate mara, kate mckinnon, kate mulgrew, kate walsh, katey sagal, katharine ross, katherine heigl, katherine helmond, kathleen turner, kathy baker, katie aselton, katie cassidy, katie holmes, katie lowes

Table 59

Stable Diffusion v1.4 mapping celebrity concepts (400-794)

katt williams, kay cannon, kellan lutz, kelly clarkson, kelly monaco, kelly preston, kelly ripa, kendrick lamar, kenny g, kenny loggins, kerry washington, kevin bacon, kevin costner, kevin durant, kevin jonas, kevin kline, kevin mccarthy, kim carnes, kim kardashian, kirk cameron, kirk franklin, kirsten dunst, kirstie alley, kodak black, kourtney kardashian, kris jenner, kristen bell, kristen johnston, kristen schaal, kurt cobain, kurt sutter, kyle chandler, kyle gass, kyle maclachlan, kylie jenner, lady gaga, lana parrilla, lance bass, laura marano, laura pausini, lauren bacall, lauren cohan, lauren graham, lauren jauregui, lauryn hill, lee pace, lee van cleef, leonard nimoy, leslie david baker, leslie jones, leslie mann, levar burton, lewis black, lia marie johnson, liam aiken, liam neeson, liam payne, liana liberato, lil jon, lil kim, lil pump, lil xan, lil yachty, lily aldridge, lily tomlin, linda blair, lionel messi, lisa kudrow, lisa loeb, liza koshy, lorde, louise brooks, lucas till, ludacris, luis enrique, luke bryan, luke grimes, luke hemmings, luke perry, luke wilson, luther vandross, mac miller, macaulay culkin, machine gun kelly, mackenzie foy, macklemore, madeline kahn, madison lintz, maggie grace, maggie gyllenhaal, malik yoba, marc evan jackson, marcia cross, maren morris, margot robbie, maria bello, maria kanellis, maria menounos, marilyn manson, mario lopez, marisa tomei, mark ruffalo, mark wahlberg, marlon brando, marshawn lynch, martha stewart, martin garrix, martin lawrence, martin sheen, martin starr, marvin gaye, mary elizabeth winstead, mary mccormack, matt bellamy, matt bomer, matt cohen, matt dillon, matt leblanc, matt smith, matthew gray gubler, matthew lillard, matthew mercer, maureen mccormick, max greenfield, maya angelou, meagan good, meaghan martin, mel brooks, melinda clarke, melissa mcbride, melissa rauch, meryl streep, method man, mia farrow, michael bolton, michael ealy, michael fassbender, michael ian black, michael imperioli, michael landes, michael malarkey, michael pitt, michael richards, michael rosenbaum, michael shannon, michael steger, michelle monaghan, michelle williams, miguel ferrer, mike epps, mike myers, mike shinoda, mike tyson, miles heizer, miles teller, miley cyrus, milla jovovich, mircea monroe, mischa barton, missy elliott, mckayla maroney, muddy waters, nash grier, natalie dormer, nate diaz, nathan fillion, nene leakes, neymar, nia jax, nia long, nick cannon, nick carter, nick jonas, nick offerman, nick stahl, nick swardson, nick young, nicolas cage, nicole kidman, nikki cox, noah cyrus, nolan north, novak djokovic, oliver hudson, omar gooding, oscar isaac, owen wilson, ozzy osbourne, paget brewster, pam grier, parker posey, patricia arquette, patrick dempsey, patrick stewart, paul mccartney, paul wesley, paula abdul, paula patton, pauly shore, pedro infante, pedro pascal, peter gabriel, peyton list, phil collins, phylicia rashad, pierce brosnan, piper perabo, portia de rossi, post malone, powers boothe, queen elizabeth, questlove, rachel bilson, rachel dratch, radamel falcao, rafael nadal, raheem sterling, randy newman, randy orton, randy quaid, ray charles, ray j, rebecca black, regina king, rene russo, ric flair, richard gere, richard jenkins, rick ross, rick springfield, ricky martin, ringo starr, rita moreno, river phoenix, rob corddry, rob huebel, rob lowe, robert davi, robert de niro, robert downey jr, robert duvall, robert glasper, robert osborne, robert patrick, robert smith, robert stack, robert vaughn, robin lord taylor, robin thicke, rod stewart, roger federer, romany malco, ronald reagan, ronda rousey, rooney mara, rosario dawson, rupaul, russell westbrook, ryan guzman, ryan lochte, ryan phillippe, ryan reynolds, ryan tedder, sally field, salman khan, sam elliott, sam smith, sara ramirez, sarah chalke, sarah hyland, sarah rafferty, sarah shahi, sarah silverman, sasha alexander, sasha grey, scarlett johansson, scarlett pomers, scott bakula, scott foley, scott weinger, sean combs, sean kingston, sean murray, sean patrick flanery, sean penn, sean young, selena gomez, selma blair, sergio ramos, seth green, seth macfarlane, shailene woodley, shakira, shane dawson, shannon elizabeth, shawn mendes, shawn michaels, shawnee smith, shemar moore, sheryl crow, sheryl lee, sheryl lee ralph, shia labeouf, shirley temple, sienna miller, simone biles, sky ferreira, sofia vergara, soulja boy, spike jonze, stacy keibler, stan lee, stan wawrinka, stark sands, stephen colbert, stephen hawking, stephen rannazzisi, stephen root, steve higgins, steve jobs, steven strait, stevie nicks, stockard channing, stone cold steve austin, stromae, summer glau, sunny leone, t bone burnett, tamar braxton, tami roman, tara strong, tawny kitaen, taylor hill, taylor kinney, taylor swift, taylor york, ted danson, teddy riley, teri polo, tessa thompson, theo james, thomas gibson, thomas sadoski, tiffany pollard, tim heidecker, timothy olyphant, tina turner, tom hiddleston, tom holland, tom jones, tom morello, tom parker, tom verica, tommy chong, tommy lee jones, toni kroos, tony todd, tori spelling, tove lo, traci lords, travis barker, trevor donovan, trevor jackson, trevor moore, trey parker, trey songz, tyler perry, tyra banks, vanessa bayer, vanessa hudgens, vanessa marano, viggo mortensen, vincent gallo, vincent price, viola davis, vladimir putin, wanda sykes, wayne brady, wayne rooney, whitney houston, wilford brimley, will arnett, will forte, will smith, willem dafoe, willow smith, winona ryder, woody allen, woody harrelson, zac efron, zachary gordon, zedd, zendaya, zoe saldana

Table 60

Stable Diffusion v1.4 mapping artistic style concepts (1-300)

moebius, friedensreich regentag, adriaen van ostade, jean-louis prevost, benedetto caliari, wendy froud, fairfield porter, greg rutkowski, joan tuset, ken kelly, david finch, carlos schwabe, william stout, ferdinand knab, peter elson, robert antoine pinchon, tom roberts, horace vernet, thomas rowlandson, edward weston, leiji matsumoto, gustave doré, lisa keene, alfredo jaar, mikhail vrubel, nobuyoshi araki, alexey kurbatov, rebecca louise law, boris kustodiev, alan lee, charline von heyl, amy earles, tony moore, alberto sughi, jon mccoy, donald judd, charlie bowater, christophe vacher, eleanor vere boyle, john lavery, joseph cornell, malcolm liepke, odilon redon, beth conklin, william s. burroughs, man ray, frank gehry, ewald rübsamen, robert william hume, howard pyle, clemens ascher, thomas visscher, jimmy ernst, ford madox brown, peter sculthorpe, keith negley, artus scheiner, robert motherwell, bill durgin, randolph caldecott, alex colville, carl holsoe, shawn coss, alexandre calame, martin john heade, quint buchholz, sonia delaunay, hethe srodawa, raphaelle peale, alice neel, albert koetsier, wim crouwel, john duncan, conrad roset, yuumei, roberto ferri, peter milligan, george frederic watts, charles dana gibson, tim hildebrandt, barbara kruger, jakub różalski, heinrich kley, peter de seve, nathan coley, alpo jaakola, tadao ando, ron walotsky, robert neubecker, albert benois, samuel melton fisher, stephen oakley, richard diebenkorn, mark ryden, shaun tan, yasuo kuniyoshi, jimmy lawlor, andrew wyeth, camille pissarro, andrea kowch, anna razumovskaya, joan miró, brian mashburn, shin jeongho, janek sedlar, jean jullien, peter andrew jones, brian stelfreeze, jan luyken, sven nordqvist, glenn fabry, akihiko yoshida, natalia goncharova, david teniers the younger, isaac cordal, patrick heron, wojciech ostrycharz, david spriggs, alexander fedosav, tove jansson, abed abdi, tomer hanuka, arthur hughes, edouard riou, roberto matta, gilbert stuart, ben aronson, jan brett, jaya suberg, barbara hepworth, wolfgang tillmans, skottie young, kadir nelson, george grosz, ben quilty, fabian perez, joey chou, hendrick goltzius, martin kippenberger, james gurney, giovanni battista venanzi, walt kelly, alexander jansson, alan davis, kieron gillen, alexej von jawlensky, larry sultan, gaetano pesce, pieter claesz, sherree valentine daines, fenghua zhong, darwyn cooke, henry fuseli, neil boyle, sean scully, ian mcque, lee madgwick, yue minjun, albert marquet, william etty, henry asencio, farel dalrymple, frederick lord leighton, auguste mambour, salvador dali, craig davison, olivier valsecchi, arthur dove, mark rothko, jean-paul riopelle, lovis corinth, muxxi, jean nouvel, hans baldung, matt groening, lori earley, ismail inceoglu, émile gallé, emil alzamora, william zorach, william blake, tom whalen, ian miller, alex petruk, jim lee, jean-antoine watteau, apollinary vasnetsov, ben wooten, mark seliger, os gemeos, carmen saldana, adonna khare, ivan aivazovsky, karl schmidt-rottluff, elenore abbott, aron demetz, tokujin yoshioka, bhupen khakhar, john singer sargent, jeffrey catherine jones, alex horley, alfred augustus glendening, jon klassen, klaus wittmann, jorge jacinto, jeff easley, isaac levitan, tristan eaton, hasui kawase, gabriele münter, e. h. shepard, sydney edmunds, sally mann, brent cotton, jeanloup sieff, darren bacon, leonora carrington, john harris, mickalene thomas, qian xuan, john stezaker, peter wileman, charles le brun, zhichao cai, sandro botticelli, richard burlet, kate beaton, ni chuanjing, andrew ferez, glen orbik, jason chan, daniela uhlig, pieter jansz saenredam, jeff simpson, joe fenton, agnes cecile, john cassaday, anselm kiefer, john atherton, richard scarry, luca boni, emma geary, sean yoro, bojan koturanovic, brooke shaden, charles schridde, alfred munnings, oleg oprisco, marat latypov, erich heckel, ed brubaker, luisa russo, hayao miyazaki, george luks, bill viola, jeremiah ketner, daniel buren, agostino tassi, kay nielsen, jim mahfood, marius borgeaud, diane dillon, henri rousseau, alvaro siza, louis janmot, august sander, casey weldon, thomas kinkade, neil welliver, paul cézanne, boris grigoriev, anna bocek, amy sillman, tokyogenso, alex toth, giuseppe de nittis, alexandre jacovleff, konstantin yuon, arturo souto, david wiesner, ai weiwei, francisco martín, michael hutter, joseph lorusso, jeffrey smith art, adrian tomine, honoré daumier, angela sung, brian despain, anton raphael mengs, adi granov, alexandre cabanel, mary cassatt, dean ellis, amandine van ray, samuel earp, yayoi kusama, ary scheffer, romero britto

Table 61

Stable Diffusion v1.4 mapping artistic style concepts (301-600)

lynda barry, dariusz zawadzki, ryan mcginley, charles vess, edmund dulac, arthur adams, andre kertesz, alphonse mucha, klaus janson, bruno walpoth, bernardo strozzi, bo bartlett, thomas benjamin kennington, toumas korpi, alice bailly, andrew robinson, peter bagge, henri matisse, clyde caldwell, brad rigney, saul steinberg, adrian donoghue, adrian ghenie, george french angas, barry windsor smith, harold mccauley, giorgio de chirico, martin ansin, richard corben, christian grajewski, alberto burri, umberto boccioni, lynd ward, ernst haas, mark arian, pierre-auguste renoir, kentaro miura, naoki urasawa, anna dittmann, josef albers, victor adame minguez, alexandre evariste fragonard, hans arnold, alfred stevens, david shrigley, paul wonner, carl larsson, atey ghailan, istvan banyai, eugene delacroix, august macke, milton glaser, greg hildebrandt, edward hopper, bernard aubertin, edward atkinson hornel, edward robert hughes, ferdinand van kessel, adriaen van outrecht, richard mcguire, alfred parsons, viktoria gavrilenko, carl gustav carus, richard doyle, nikolina petolas, david lynch, lucian freud, karl blossfeldt, max weber, giovanni battista gaulli, hirohiko araki, bruce nauman, hou china, sam bosma, simon stalenhag, roberto parada, jovana rikalo, albert goodwin, james turrell, angela barrett, barthel bruyn the elder, shohei otomo, auguste toulmouche, anja percival, barbara stauffacher solomon, john hoyland, david burdeny, nathan wirth, herbert list, brent heighton, albert watson, earl norem, igor morski, dave gibbons, alexandre benois, itō jakuchū, chantal joffe, méret oppenheim, willem de kooning, taiyō matsumoto, tintoretto, art frahm, howard hodgkin, rumiko takahashi, henri-edmond cross, bill ward, ernst fuchs, todd schorr, meryl mcmaster, anton otto fischer, greg girard, jeff koons, claude cahun, angus mckie, clara miller burd, andy fairhurst, thechamba, boris vallejo, john salminen, jacob van ruisdael, roy lichtenstein, marianne north, andré lhote, bayard wu, albrecht anker, tyler shields, andre kohn, michael parkes, sofonisba anguissola, margaux valonia, jeff lemire, warren ellis, lee krasner, mark keathley, aubrey beardsley, frank frazetta, olga skomorokhova, hajime sorayama, miho hirano, tracey emin, hikari shimoda, don bluth, katsushika hokusai, marc samson, steve ditko, chris uminga, bruce pennington, todd mcfarlane, alayna lemmer, edward john poynter, alan bean, dorothea tanning, milo manara, nan goldin, coby whitmore, phil foglio, hal foster, hayv kahraman, ashley willerton, jean arp, tsutomu nihei, steve argyle, chris van allsburg, marianne von werefkin, yaacov agam, antony gormley, ed mell, william eggleston, victoria crowe, bordalo ii, georg jensen, julian calle, greg simkins, bjarke ingels, ingrid baars, loretta lux, karen wallis, sir james guthrie, emil ferris, jhonen vasquez, frank xavier leyendecker, caspar david friedrich, max dupain, richard misrach, j. j. grandville, cory arcangel, sydney prior hall, gustave moreau, bill medcalf, john bauer, brenda zlamany, abram efimovich arkhipov, daryl mandryk, alexander milne calder, emil nolde, jack kirby, laurent grasso, kaws, ronald balfour, rick guidice, alena aenami, richard s. johnson, barclay shaw, ettore tito, l. birge harrison, étienne-louis boullée, alberto vargas, mikko lagerstedt, teamlab, wes anderson, kapwani kiwanga, alex garant, hendrick cornelisz vroom, joe jusko, chris claremont, kitagawa utamaro, anita malfatti, maximilien luce, a.j.casson, aminollah rezaei, audrey kawasaki, august von pettenkofen, hein gorny, raymond briggs, mandy disher, leonid afremov, naoko takeuchi, james ensor, craola, bill sienkiewicz, francis bacon, rebecca sugar, bill gekas, joaquín sorolla, milton avery, brian sum, aaron jasinski, robert mccall, anne-louis girodet, anja millen, worthington whittredge, koson ohara, paula modersohn-becker, blek le rat, satoshi kon, helen frankenthaler, aaron horkey, edvard munch, franz marc, leon kossoff, jean-françois millet, alexander millar, yasushi nirasawa, susan seddon boulet, mike deodato, albert joseph moore, gianluca foli, loish, tim doyle, issac levitan, joanna kustra, john martin, joel meyerowitz, alan parry, hyacinthe rigaud, alfred henry maurer, josephine wall, daniel garber, annick bouvattier, benedick bana, julia contacessi, john perceval, andreas gursky, dmitry kustanovich, shotaro ishinomori, masamune shirow, mike winkelmann (beeple), marie spartali stillman, andy goldsworthy, roger de la fresnaye, albert bloch, justin gerard, aristarkh lentulov, jean-michel basquiat, brandon mably, fabio hurtado, brian k. vaughan, beeple, jim burns, hiroshi nagai, pieter aertsen, amir zand, victor vasarely, rockwell kent, salomon van ruysdael, jon whitcomb, grayson perry, chris leib, larry poons

Table 62

Stable Diffusion v1.4 mapping artistic style concepts (601-688)

hubert robert, michael carson, everett raymond kinstler, mat collishaw, jc leyendecker, tari márk dávid, zaha hadid, grandma moses, david bowie, david bomberg, agostino arrivabene, vito acconci, jean dubuffet, john frederick kensett, dain yoon, zhang kechun, agnes martin, charles addams, genndy tartakovsky, rhads, john atkinson grimshaw, briton riviere, jessica woulfe, stanisław szukalski, bess hamiti, squeak carnwath, jeff wall, adam paquette, wayne barlowe, martin deschambault, doug chiang, abigail larson, john william waterhouse, dustin nguyen, richard lindner, arkhyp kuindzhi, alex prager, anne dewailly, aries moross, georges de la tour, kent monkman, nagel patrick, m.w. kaluta, atelier olschinsky, maurice sendak, tara mcpherson, victor brauner, terry redlin, raymond duchamp-villon, utagawa hiroshige, ivan shishkin, augustus edwin mulready, alexandr averin, grace cossington smith, louis wain, andreas vesalius, jeremy geddes, albert pinkham ryder, peter gric, vincent tanguay, tom thomson, bert stern, android jones, bastien lecouffe-deharme, enki bilal, anne mccaffrey, zack snyder, w.w. denslow, craig wylie, chaïm soutine, edwin henry landseer, henry moore, judy chicago, rudolf freund, ed emshwiller, jeannette guichard-bunel, dan flavin, ron mueck, steve henderson, patrick dougherty, naoto hattori, ravi zupa, yiannis moralis, ernst ludwig kirchner, kelly sue deconnick, alberto giacometti, zanele muholi, austin osman spare, michal karcz, dean cornwell

Table 63

Stable Diffusion v1.4 mapping character concepts (1-305)

jinx, john basilone, lady tremaine, lara croft, lester freamon, link, lucifer morningstar, lucina, marion crane, matt hooper, max caulfield, max rockatansky, maximus decimus meridius, mayor lionheart, mia toretto, mike wheeler, minion bob, minion kevin, minion stuart, mufasa, nala, nausicaä, neko musume, nico robin, noctis lucis caelum, ocean master, olberic, omar little, oskar schindler, pablo escobar, paul atreides, paulie ’walnuts’ gualtieri, peter pan, queen elizabeth ii, rachel amber, rachel dawes, ra’s al ghul, reyn, rhaenyra targaryen, rick deckard, rogue, roy batty, rust cohle, sailor jupiter, sailor mars, sailor mercury, sailor moon, sailor venus, samus aran, sansa stark, selina meyer, severus snape, shan yu, shanks, shuri, silvio dante, squall leonhart, steve murphy, steve trevor, stoick the vast, stringer bell, superman, tai lung, tamatoa, tentomon, thancred waters, the flash, tidus, tifa lockhart, tony soprano, toothless, tressa, trunks, tuxedo mask, tyrion lannister, usopp, vanellope von schweetz, vincent valentine, viserys i targaryen, waddle dee, wally west, wile e. coyote, will byers, xehanort, yangus, yennefer of vengerberg, y’shtola rhul, zatanna, zenos yae galvus, a2 in the nier: automata, aaron in the the prince of egypt, adam in the nier: automata, adam malkovich in the metroid, amy brookheimer in the veep, ana in the tomb raider (reboot series), anastasia in the cinderella, anna in the frozen, ashitaka in the princess mononoke, belle in the beauty and the beast, carwood lipton in the band of brothers, cyrus in the octopath traveler, death in the the sandman, dr. alan grant in the jurassic park, dr. ellie sattler in the jurassic park, dr. robert ford in the westworld, drizella in the cinderella, dustin henderson in the stranger things, faraday in the cyberpunk: edgerunners, giygas in the mother (earthbound), hawkeye in the avengers, john stewart in the green lantern, jonah ryan in the veep, kate marsh in the life is strange, kelly in the black mirror, kima greggs in the the wire, emilie schindler, ruth langmore, maine, misty, ryota miyagi, medama-oyaji, charles f. muntz, ophilia, kaa, ulana khomyuk, dragon, nicky parsons, crazy hand, kendall roy, carl denham, tadashi hamada, bullseye, gale cumulus, megan reed, berlin, flash, caproni, maximus, kari kamiya, lucilla, doc, sally carrera, francis, the president, elliott, disgust, the baron, marty, perrito, philoctetes, pocahontas, marty hart, pitch black, martin brody, granmamare, sheeta, yao, hero, happy, barley lightfoot, king candy, riki, tess, robo, darla, tooth fairy, sven, ayla, magus, the penguin, melia antiqua, meeko, bunnymund, bernard lowe, jigo, nakia bahadir, lorraine baines-mcfly, tetsuro hoshino, jo hak-ju, anthony bridgerton, epona, dick hallorann, ursula, mushu, monkey, lady jessica, wendy byrde, rex, alicent hightower, takenori akagi, the manticore, slinky dog, fayt leingod, dr. stewart, jeff, francis e. francis, abomination, jaq, vi, lucca, gus, lenneth valkyrie, russell, izzy izumi, eve, valery legasov, rain, weaver, mother brain, biyomon, markl, tim templeton, zeus, z, maeve millay, guy, iago, roman roy, robert fischer, desire, jaskier, laurel lightfoot, conrad roth, isabelle, arngrim, mr. snake, alena, tombo, yuffie kisaragi, jonathan carnahan, lacie pound, dunban, alex, hamm, the front man, spiller, lee chang, lin, eames, verne, lucy, paula, queen elinor, bernie lumen, perry white, benny watts, chip, puss in boots, snotlout, duran, chika amatori, poo, general zod, frog, pazu, sophie hatter, yasuko kusakabe, lady danbury, ernesto de la cruz, gran, gru, sandman, claude c. kenny, flounder, porco rosso, dot, queen charlotte, doc hudson, roy, shere khan, rick o’connell, konstantin, seong gi-hun, the thing, san, mary, kiki, mater, metro man, sam loomis, sleepy, lex murphy, boris shcherbina, prince philip, the comedian, the prince, kamaji, grug, senbei norimaki, lightning, samantha larusso, anton ego, mei kusakabe, arrietty clock, inkling girl, sora takenouchi, ardeth bay, tadashi daiba, marty byrde, pascal, alfredo linguini, nakoma, skipper, dopey, zeniba

Table 64

Stable Diffusion v1.4 remaining celebrity concepts (1-325)

katharine hepburn, abigail breslin, jessica williams, grace helbig, bastian schweinsteiger, stassi schroeder, lacey chabert, heidi montag, sean astin, todrick hall, ciara bravo, zoey deutch, naya rivera, seann william scott, aly michalka, bette midler, leah remini, brad dourif, cara delevingne, adam bartley, joan blondell, pabllo vittar, shawn wayans, kat von d, billie lourd, tom sizemore, ron perlman, jim belushi, derek theler, logan lerman, leighton meester, louie anderson, john carroll lynch, snoop dogg, michael berryman, fred armisen, gary coleman, kiersey clemons, jim nabors, montgomery clift, arielle vandenberg, lynda carter, angela bassett, alexandra daddario, jody watley, anna maria horsford, salma hayek, barbara stanwyck, taylor lautner, sean connery, donna summer, lesley ann warren, chloe lukasiak, joey slotnick, ashley judd, amanda seyfried, lindsey pelas, joan fontaine, mac demarco, stevie wonder, meghan trainor, robert goulet, dianna agron, laura san giacomo, stana katic, vera farmiga, milana vayntrub, steve zahn, tasha smith, tupac shakur, adam west, clark gable, lisa rinna, avril lavigne, megan boone, andrew dice clay, barack obama, chachi gonzales, oprah winfrey, merle haggard, clara bow, cyndi lauper, scott caan, christopher reeve, mindy kaling, mila kunis, faye dunaway, thundercat, carla gugino, jeff tweedy, deborah ann woll, natalie zea, adam rodriguez, benny hill, orlando jones, jesse tyler ferguson, tristan wilds, felipe neto, daron malakian, richard simmons, amanda bynes, jessica szohr, steven van zandt, haley joel osment, alexa bliss, loretta devine, frankie muniz, jason priestley, monica raymund, yokozuna, rick astley, alaska thunderfuck, peter falk, lizabeth scott, matt lanter, anuel aa, hunter parrish, ann sothern, kelly rohrbach, esther williams, candis cayne, mariska hargitay, jonah hill, bernadette peters, bing crosby, doris roberts, alan arkin, julian casablancas, noah centineo, claudette colbert, paul reubens, tyler james williams, terry funk, ben vereen, david mazouz, andie macdowell, clayne crawford, adore delano, megan mullally, ki hong lee, penny johnson jerald, olivia thirlby, jared padalecki, laura innes, maggie siff, robert lewandowski, amanda plummer, betty compson, jennifer esposito, asap rocky, lou rawls, waka flocka, alia shawkat, sean faris, adria arjona, brian van holt, eddie vedder, julie delpy, will estes, lisa bonet, niecy nash, anna nicole smith, matthew daddario, trixie mattel, charlize theron, rebecca gayheart, brian dietzen, sendhil ramamurthy, casey kasem, big daddy kane, john belushi, elizabeth berkley, jack griffo, shania twain, miranda cosgrove, john leguizamo, nico tortorella, melania trump, olivia munn, mitch pileggi, matthew davis, elizabeth taylor, reba mcentire, derek waters, chris noth, luke benward, big pun, hayden panettiere, chris messina, holly marie combs, naomi grossman, terry farrell, glenn close, barbra streisand, paz de la huerta, hedy lamarr, angela raiola, josh radnor, amber liu, aaron eckhart, bubba watson, scott krinsky, erykah badu, christina applegate, jon cryer, kurt angle, holly golightly, madison pettis, anne baxter, joan crawford, nick nolte, cheyenne jackson, bobby moynihan, meghan markle, james mcavoy, dita von teese, busy philipps, morena baccarin, danneel harris, demi moore, carole lombard, don cheadle, sade, alanis morissette, jack falahee, abbi jacobson, anna faris, tyler blackburn, sinqua walls, jennie garth, chris isaak, jake gyllenhaal, al jarreau, richard pryor, jay duplass, bridget regan, leonard cohen, kristin chenoweth, annie ilonzeh, hilary swank, chris pontius, george reeves, amandla stenberg, amy jo johnson, michelle visage, christie brinkley, david guetta, brock lesnar, bernie sanders, peter dinklage, mary elizabeth mastrantonio, sfera ebbasta, david giuntoli, kandi burruss, chris farley, fergie, jason sudeikis, patrick flueger, selenis leyva, steve buscemi, becki newton, shawn crahan, jodie sweetin, jessica nigri, bethany joy lenz, leslie grossman, taissa farmiga, josh hartnett, alexis dziena, christina aguilera, seth rogen, bernie mac, chief keef, hannibal buress, jeremy sumpter, vanessa paradis, billie joe armstrong, kevin sorbo, justin hartley, alexis arquette, ed harris, eve torres, wyclef jean, buddy holly, ross lynch, emily deschanel, chord overstreet, amber rose, alexis denisof, pharrell williams, hillary clinton, angelina jolie, aidy bryant, rob van dam, tracee ellis ross, ceelo green, virat kohli, carmen carrera, bianca del rio, michael biehn, zachary quinto, harley quinn smith, alfonso ribeiro, avery brooks, rodney dangerfield, amanda peet, jean claude van damme, armie hammer, josh sussman, anjelah johnson, jada pinkett smith, steve carell, lebron james, kanye west, noah schnapp, celia cruz, bokeem woodbine, zooey deschanel, candice glover, camila mendes, richard dreyfuss, danny devito, tamala jones, eliza dushku, lea michele

Table 65

Stable Diffusion v1.4 remaining artistic style concepts (1-350)

adolph gottlieb, arik brauer, rebeca saray, james abbott mcneill whistler, johfra bosschart, ansel adams, anne brigman, julie mehretu, antonio donghi, gareth pugh, uemura shoen, antoine verney-carron, juan gris, marc davis, amy judd, bettina rheims, stephen gammell, ben hatke, benoit b. mandelbrot, james c christensen, yuri ivanovich pimenov, brothers grimm, bernie wrightson, michelangelo merisi da caravaggio, lorenz hideyoshi, lee quinones, saturno butto, norman ackroyd, samuel and joseph newsom, robert hagan, pixar concept artists, abbott handerson thayer, tamara lempicka, wim wenders, dunkelbunt hundertwasser, antonello da messina, antonio roybal, matias hannecke, alson skinner clark, anton mauve, joe webb, marcus selmer, anne stokes, candido portinari, winslow homer, raphael, tim burton, thomas w schaller, franklin booth, conor harrington, konstantin korovin, giotto di bondone, bridget bate tichenor, kay sage, roy gjertson, flora borsi, jacob lawrence, costa dvorezky, brett whiteley, sebastian errazuriz, h. r. (hans ruedi) giger, annie soudain, liam wong, lucas cranach the elder, ann stookey, amadou opa bathily, rayner alencar, alex hirsch, jacques nathan-garamond, claude monet, alfred eisenstaedt, wolf kahn, dave mckean, john james audubon, j.c. leyendecker, edward steichen, anato finnstark, albert edelfelt, sandra chevrier, stevan dohanos, robert chew, marjane satrapi, henriette grindat, ed binkley, armand point, john philip falter, paul lehr, chris cunningham, otto dix, abraham mintchine, guo pei, frank tinsley, bill carman, f scott hess, charles blackman, ephraim moses lilien, vhils, ohara koson, dr. seuss, piotr jabłoński, carl spitzweg, ted wallace, jack butler yeats, andy kehoe, jim davis, ralph mcquarrie, daniel merriam, franz sedlacek, gerhard munthe, john currin, frank auerbach, david aja, paul ranson, mary blair, noriyoshi ohrai, kim keever, jacques le moyne, alex ross, théodore géricault, tomma abts, andré masson, kathryn morris trotter, henry ossawa tanner, gerhard richter, carlo crivelli, steve mccurry, octavio ocampo, alex andreev, anton domenico gabbiani, lawren harris, gwen john, sanford kossin, paul gustav fischer, terry oakes, arshile gorky, david mcclellan, brad kunkle, mikalojus konstantinas ciurlionis, cassius marcellus coolidge, albert lynch, alex maleev, chad knight, seb mckinnon, incarcerated jerkfaces, storm thorgerson, peter kemp, ken sugimori, syd mead, alex schomburg, arthur radebaugh, alex timmermans, mark lovett, balthus, julien delval, lesley vance, art spiegelman, arthur tress, hanna-barbera, michael deforge, armand guillaumin, maria pascual alberich, chris ofili, anton pieck, dorina costras, alvin langdon coburn, bruno catalano, edwin deakin, dante gabriel rossetti, robert williams, anto carte, jacob hashimoto, aquirax uno, mark brooks, matthias jung, anna ancher, kehinde wiley, michal lisowski, james jean, gediminas pranckevicius, sacha goldberger, annie swynnerton, gabriel dawe, gustave van de woestijne, al feldstein, artemisia gentileschi, sue bryce, teophilus tetteh, robert vonnoh, algernon blackwood, victor nizovtsev, karel thole, anton fadeev, alice rahon, alan moore, alan schaller, allen williams, brooke didonato, yoshiyuki tomino, brothers hildebrandt, nick knight, clive madgwick, quentin blake, daniel ridgway knight, ben goossens, billy childish, sheilah beckett, juliana huxtable, ilya kuvshinov, bart sears, raffaello sanizo, helio oiticica, ivan albright, pierre bonnard, colin geller, shintaro kago, siya oum, ray donley, tom lovell, makoto shinkai, francisco de goya, margaret macdonald mackintosh, will barnet, iain faulkner, jan van eyck, serge marshennikov, émile bernard, aykut aydogdu, james tissot, wadim kashin, robert irwin, aaron siskind, chesley bonestell, afarin sajedi, asaf hanuka, mao hamaguchi, alex grey, annibale carracci, magnus enckell, rafael albuquerque, coles phillips, aleksey savrasov, albert kotin, bill watterson, erin hanson, sara wollfalk, max ernst, kazimir malevich, anna and elena balbusso, don maitz, shusei nagaoko, heinrich lefler, allie brosh, zdzisław beksiński, emmanuel shiu, stanley donwood, jamie hewlett, jean-léon gérôme, cliff chiang, ed roth, artur bordalo, haddon sundblom, tom hammick, reginald marsh, damien hirst, bert hardy, antoine blanchard, alex russell flint, jeff goldblum, gjon mili, joseph ducreux, olivier bonhomme, marina abramović, jeff legg, alain laboile, walter percy day, pieter de hooch, ed freeman, silvestro lega, hsiao-ron cheng, alex gross, joe de mers, bernard buffet, kuno veeber, paul strand, anne sudworth, andy warhol, franz xaver winterhalter, elizabeth shippen green, thomas eakins, butcher billy, patrice murciano, leticia gillett, gustav klimt, julie blackmon, rebecca guay, kilian eng, rodney matthews, constant permeke, marc chagall, adrian smith, takeshi obata, grant wood, jessica rossier, hervé guibert, george tooker, jake parker, m.c. escher, nele zirnite, jean auguste dominique ingres, kunisada, kim jung gi, patrick brown, william steig, quentin tarantino, vivian maier, lady pink, john la farge, mike mayhew, c. r. w. nevinson, lyonel feininger, mordecai ardon, john bratby, scott brundage, john wilhelm, faith 47, jules bastien-lepage, russell ayto, george herriman, william wegman, chris saunders, hans baluschek, hope gangloff, john anster fitzgerald, gregory crewdson, amedeo modigliani, ralph horsley, fernand khnopff, louis glackens, johannes vermeer, camille walala, john berkey, valerie hegarty, liu ye, albert gleizes, jean metzinger, jennybird alcantara, dora carrington, yinka shonibare, cedric peyravernay, sou fujimoto

Table 66

Stable Diffusion v1.4 remaining character concepts (1-279)

robert leckie, captain hook, chief bogo, michael, jim hopper, wade ripple, paul denton in the deus ex, jafar, javier peña, lezard valeth, silco, the mandarin in the iron man, skinner in the ratatouille, eugene sledge, scar in the the lion king, tigress, ridley, mr. smee, wong in the doctor strange, howl pendragon in the howlś moving castle, alfyn, samurai goroh, the beast, rameses, quint in the jaws, ciri, princess kaguya, sebastian, fiora, the witch, drax the destroyer, professor oak, fairy godmother, invisible woman, tai kamiya, daenerys targaryen, cyborg, asbel, daemon targaryen, rena lanford, wayne hays, sergeant calhoun, arale norimaki, nairobi, seiji amasawa, 2b, the corinthian, panic, gary walsh, ruffnut, amanda waller, eep, piccolo, morpheus in the the matrix, lucas sinclair in the stranger things, alph, grumpy, slippy toad in the star fox, cloud strife, j. robert oppenheimer, imperator furiosa, fear, frodo baggins, king dedede, norman bates in the psycho, captain boomerang, lord yupa, ash ketchum, seita in the grave of the fireflies, evelyn carnahan, cheetah, lots-o-́hugginb́ear, moro, gingerbread man, toki, cure black, beth harmon, astrid hofferson, jimmy mcnulty, maetel, dug, prince eric in the the little mermaid, bill tench, titan, iris west, jigsaw, rachael, deadman, simba in the the lion king, jack driscoll, sadness in the inside out, andromeda shun, katherine "kitty" oppenheimer, avon barksdale, nani pelekai, slime, jaime lannister, jay gatsby, nemo in the finding nemo, geralt of rivia, angela, satsuki kusakabe, governor ratcliffe, professor e. gadd, moses in the the prince of egypt, chani, james, agent pleakley, larry vaughn in the jaws, violet parr in the the incredibles, james gordon, flynn rider, imhotep, the splendid angharad in the mad max: fury road, siobhan "shiv" roy, david sarif, therion in the octopath traveler, lord business in the the lego movie, dola, jessica albert, inkling boy, spike, pain, max mayfield, kitty softpaws, rorschach in the watchmen, heimdall, lucius fox in the the dark knight trilogy, john darling, goofy, mal cobb, sam nishimura in the tomb raider, matt ishida, marlene alraune, sutemaru, marie kreutz, letty ortiz in the fast & furious, seo-bi, cersei lannister, warrior of light in the final fantasy xiv online, vector, roxanne ritchi in the megamind, hippolyta, hisashi mitsui, jack frost, shizuku tsukishima, dante, stella, dom cobb, pico, luca paguro, yuria, sora in the kingdom hearts, kurokawa, hanamichi sakuragi, captain gantu, marcus aurelius, patamon, ms. tarantula, fa mulan, private, captain harlock, gwen stacy, tim murphy, destiny, colonel muska, danny torrance, lady eboshi in the princess mononoke, the professor, fishlegs, dr. jennifer melfi, donald curtis, marie, chloe price, lilo pelekai, eleven, michael darling in the peter pan, fix-it felix jr., chrom, shulk in the xenoblade chronicles, eddard "ned" stark, crono, háanit, george mcfly, impa, roddick farrence, cranky kong, aerith gainsborough, gabumon, mowgli in the the jungle book, toad, pamela landy, li shang in the mulan, little creek, bridget, tuffnut, louie, dawn bellwether, arya stark, viper, bruce, carl fredricksen, david martinez, immortan joe, gaff, captain olimar, unikitty, go go tomago, guardians of the universe, daniel larusso, princess margaret in the the crown, carmela soprano, abby, ugga, barret wallace, olaf in the frozen, daphne bridgerton, biff tannen, kristoff in the frozen, duke leto atreides, hades, jayce talis, saito in the inception, christopher moltisanti, oracle, capń cuttlefish, e.t., stitch, crush, tokyo, gorilla grodd, kaonashi, the conductor, tinker bell in the peter pan, hammy, andross, setsuko in the grave of the fireflies, popoi, cinderella in the cinderella, peppy hare in the star fox, gatomon, hiro hamada, ercole visconti, cure white, tyke, ariadne, hermione granger, simon basset, tom buchanan, jc denton, huntress, han lue, tzipporah in the the prince of egypt, megara in the hercules, commodus, khonshu, dream, villager in the animal "crossing, zack fair in the final fantasy vii, byleth, robert daly, amon goeth, princess bala, commander white, robert callaghan, frozone, queen beryl, giulia marcovaldo, hiccup horrendous haddock iii, wendy darling in the peter pan, kitaro, ember lumen, lisa, the bamboo cutter, mrs. potts, j. jonah jameson, king louie in the the jungle book, princess fiona in the shrek, zazu

Table 67

Stable Diffusion v3.5-L target celebrity concepts (1-250)

michael jordan, gigi hadid, woody allen, jennifer lopez, austin butler, beyonce, don rickles, rebecca de mornay, bob dylan, tracy morgan, lance bass, eva green, jensen ackles, jason mantzoukas, liam gallagher, robert patrick, lee jong suk, adam levine, bette davis, kyle mooney, robert mitchum, dennis hopper, neil patrick harris, david bowie, anjelica huston, gilda radner, omar epps, liza koshy, patton oswalt, chris cornell, george bush, fred rogers, stan lee, cara delevingne, amy winehouse, shia labeouf, james corden, guy fieri, john candy, julio iglesias, lily collins, chris evans, stanley tucci, jamie foxx, elon musk, janet jackson, louis de funes, elizabeth olsen, billie eilish, jessica nigri, marilyn monroe, marques houston, rick astley, lionel messi, eddie murphy, cheryl hines, alexis sanchez, johnny depp, muddy waters, stone cold steve austin, bernie sanders, taylor momsen, al pacino, amandla stenberg, taylor york, amanda peet, george clooney, dean winters, keke palmer, kevin smith, clint eastwood, bette midler, bruce springsteen, sting, hailey baldwin, gwyneth paltrow, america ferrera, countess vaughn, dave grohl, aj styles, allison janney, leonard cohen, terry crews, tony hale, ted cruz, matt dillon, danny mcbride, tom hanks, richard gere, jimmy butler, tom brady, robert downey jr, courteney cox, jeff goldblum, ryan gosling, milla jovovich, candis cayne, vince neil, mary pickford, kevin jonas, hank azaria, kristin chenoweth, jack nicholson, robert smith, jessica stroup, peter facinelli, joey graceffa, serena williams, nicole ari parker, george harrison, elvis presley, oprah winfrey, novak djokovic, adele, dj khaled, david hasselhoff, ted danson, philip seymour hoffman, tom petty, aidy bryant, phil mickelson, michael cera, john lennon, jack black, donald trump, al gore, gemma collins, adam baldwin, brad pitt, bryan cranston, keith urban, bono, john terry, chris pratt, nicolas cage, misha collins, zayn malik, lauryn hill, charlie hunnam, louie anderson, billy dee williams, tony bennett, hayley kiyoko, alexis bledel, alex jones, aubrey plaza, maluma, norman reedus, leonardo dicaprio, billy joel, bing crosby, mick jagger, tom hiddleston, whoopi goldberg, errol flynn, paul mccartney, ricky gervais, eminem, greta garbo, kim jong un, usher, sandra bullock, william powell, jessica lange, dr dre, neymar, john lithgow, matt damon, ronald reagan, burt reynolds, kang daniel, charlie weber, dane dehaan, james harden, robert de niro, robin williams, nick jonas, kathy griffin, kristin davis, john cena, bo derek, jane fonda, michael imperioli, jordan spieth, elton john, marvin gaye, harry kane, buddy holly, joan rivers, bill hader, bud spencer, john williams, tom holland, peter gallagher, ed sheeran, emilio estevez, seth meyers, bret michaels, kristen bell, david guetta, scott krinsky, jason momoa, prince harry, matt hardy, jonathan banks, julian casablancas, snoop dogg, jimmy page, ike turner, liam neeson, frida kahlo, mark wahlberg, benedict cumberbatch, kylie jenner, will smith, andie macdowell, esther williams, taylor swift, kenny rogers, blake griffin, tom welling, david giuntoli, paul rudd, sarah chalke, shemar moore, justin timberlake, henry cavill, antoine griezmann, lisa rinna, chris hemsworth, hugh jackman, drake, leonard nimoy, idina menzel, shahrukh khan, eddie jones, barack obama, johnny cash, yoko ono, gene simmons, louis tomlinson, bruce willis, booboo stewart, mara wilson, queen latifah, tim meadows, gabriel iglesias, luther vandross, scott bakula

Table 68

Stable Diffusion v3.5-L target artistic style concepts (1-151)

leonardo da vinci, pablo picasso, frida kahlo, diego velázquez, rene magritte, jackson pollock, norman rockwell, paul gauguin, keith haring, henri de toulouse lautrec, edouard manet, rembrandt van rijn, studio ghibli, walt disney, frank lloyd wright, alexander mcqueen, yoshitaka amano, akira toriyama, junji ito, pixar, artgerm, shepard fairey, jasper johns, jenny saville, georgia o’keeffe, wassily kandinsky, egon schiele, gustave courbet, john constable, pieter bruegel the elder, thomas gainsborough, william-adolphe bouguereau, arthur rackham, henri fantin latour, botero, georges seurat, aaron douglas, william morris, anders zorn, alois arnegger, thornton oakley, hendrik kerstens, elaine de kooning, boris groh, maginel wright enright barney, andrew macara, elsa beskow, charles camoin, dan witz, mikhail larionov, amiet cuno, elliot lilly, anne truitt, andreas franke, adolf hirémy-hirschl, viktor vasnetsov, filippino lippi, charles e. burchfield, zinaida serebriakova, brian oldham, albrecht durer, raymond swanland, saner edgar, jean marc nattier, joao ruas, terada katsuya, walter crane, tan zhi hui, jerzy duda-gracz, kengo kuma, ching yeh, hiroshi yoshida, bob byerley, edmund leighton, jasmine becket-griffith, raymond leech, mort kunstler, santiago calatrava, albert tucker, shinji aramaki, ambrosius benson, jeff kinney, h.p. lovecraft, leonetto cappiello, charles-francois daubigny, les edwards, brian bolland, anne packard, gustave buchet, nick silva, daniel clowes, robert m cunningham, alphonse osbert, paul chadeisson, kazuo koike, louis rhead, bernardo bellotto, anthony van dyck, nick sharratt, william kentridge, kitty lange kielland, allison bechdel, anton corbijn, remedios varo, arnold böcklin, thomas blackshear, alvar aalto, chris foss, victor moscoso, susan luo, johannes itten, paulus potter, gil elvgren, milton caniff, simon bisley, stan and jan berenstain, saul tepper, ruth bernhard, pascal blanche, alexander archipenko, jamini roy, chris moore, zhelong xu, cyril rolando, barry mcgee, edgar degas, akos major, eyvind earle, jesper ejsing, ayami kojima, gaston bussière, andreas achenbach, jane graverol, ross tran, lisa frank, gordon parks, norman foster, louis comfort tiffany, rich davies, matti suuronen, george dionysus ehret, galan pang, james gillray, alberto magnelli, katsuhiro otomo, anish kapoor, richard dadd, charles spencelayh, robert mcginnis, patrick woodroffe, adrian paul allinson

Table 69

Stable Diffusion v3.5-L mapping celebrity concepts (1-223)

matthew mcconaughey, quentin tarantino, emily osment, casey affleck, conor mcgregor, william holden, serj tankian, rachel mcadams, jimmy fallon, adam driver, kris jenner, alan alda, gillian anderson, kurt cobain, lionel richie, hayley williams, kelly clarkson, bill nye, john wayne, joel mchale, tupac shakur, skai jackson, floyd mayweather, ryan reynolds, roger federer, jennifer aniston, dom deluise, tom cruise, emma stone, rick ross, martin lawrence, chris farley, steve higgins, post malone, hillary clinton, salman khan, rickie fowler, eva longoria, frank zappa, heather dubrow, benicio del toro, randy orton, bob marley, steven yeun, austin basis, khloe kardashian, darren criss, melissa rauch, usain bolt, justin long, tyler posey, shania twain, lee pace, margaret qualley, mia khalifa, adrien brody, ben stiller, andy murray, nicki minaj, drew barrymore, john cho, rainn wilson, harry dean stanton, aziz ansari, lil wayne, benny hill, timbaland, lily aldridge, kieran culkin, michael jackson, nick kroll, jeremy clarkson, shawn mendes, rafael nadal, kyrie irving, steve jobs, jessica biel, chelsea peretti, zach mcgowan, robert goulet, enrique iglesias, regina king, neil degrasse tyson, stephen curry, donnie wahlberg, james dean, shirley temple, jennifer lawrence, jay z, ryan lochte, reese witherspoon, andy dick, jennette mccurdy, maggie q, virat kohli, lucy liu, britney spears, freddie mercury, lebron james, christian bale, terrence howard, anna nicole smith, lil yachty, dakota fanning, matthew gray gubler, rob zombie, theresa may, megan boone, brooklyn decker, adam sandler, frank sinatra, david beckham, sylvester stallone, tim mcgraw, paris hilton, jill scott, kanye west, rory mcilroy, mark hamill, emma watson, spike lee, marilyn manson, lily rabe, debby ryan, gene tierney, tommy lee jones, donald glover, julianne moore, tyler hoechlin, carrie underwood, abraham mateo, randy quaid, vladimir putin, simone biles, harrison ford, mayim bialik, cristiano ronaldo, lauren bacall, jenna jameson, tara strong, avan jogia, sean penn, jackie chan, jon stewart, aly raisman, queen elizabeth, jim gaffigan, jason statham, jasmine v, kim kardashian, john hodgman, dolly parton, john denver, buddy guy, simon cowell, ben stein, haley joel osment, matthew fox, ringo starr, sarah jessica parker, harry styles, benjamin bratt, patrick stewart, amber heard, kellan lutz, david duchovny, john oliver, prince, zlatan ibrahimovic, jussie smollett, meghan markle, tyler perry, sergio garcia, james spader, sally field, tami roman, karla souza, joe biden, chuck norris, eva mendes, joe jonas, steve harvey, wayne rooney, sam elliott, mary astor, ethan hawke, lily tomlin, killer mike, ray romano, cynthia bailey, keanu reeves, kid cudi, paul reiser, sergio ramos, kobe bryant, clayne crawford, carmelo anthony, selena gomez, willem dafoe, kevin hart, kevin durant, ali landry, robert englund, pete davidson, angelina jolie, cameron diaz, jeffrey dean morgan, imran khan, rachel dratch, mariah carey, toni braxton, kristen johnston, kurt russell, ben affleck, aaron paul, idris elba, mary mcdonnell, willie nelson, zachary quinto, rihanna, eve torres, taylor kinney, thomas gibson

Table 70

Stable Diffusion v3.5-L mapping artistic style concepts (1-150)

edvard munch, salvador dali, paul cézanne, moebius, hal foster, hayv kahraman, ashley willerton, jean arp, tsutomu nihei, steve argyle, chris van allsburg, marianne von werefkin, yaacov agam, antony gormley, ed mell, william eggleston, victoria crowe, bordalo ii, georg jensen, julian calle, phil foglio, coby whitmore, nan goldin, milo manara, frank frazetta, olga skomorokhova, hajime sorayama, miho hirano, tracey emin, hikari shimoda, don bluth, katsushika hokusai, marc samson, steve ditko, chris uminga, bruce pennington, todd mcfarlane, alayna lemmer, edward john poynter, alan bean, dorothea tanning, greg simkins, bjarke ingels, loretta lux, aubrey beardsley, ronald balfour, rick guidice, alena aenami, richard s. johnson, barclay shaw, ettore tito, l. birge harrison, étienne-louis boullée, alberto vargas, mikko lagerstedt, teamlab, wes anderson, kapwani kiwanga, alex garant, hendrick cornelisz vroom, joe jusko, chris claremont, kaws, laurent grasso, jack kirby, emil nolde, karen wallis, sir james guthrie, emil ferris, jhonen vasquez, frank xavier leyendecker, caspar david friedrich, max dupain, richard misrach, ingrid baars, j. j. grandville, sydney prior hall, gustave moreau, bill medcalf, john bauer, brenda zlamany, abram efimovich arkhipov, daryl mandryk, alexander milne calder, cory arcangel, mark keathley, lee krasner, warren ellis, hirohiko araki, bruce nauman, hou china, sam bosma, simon stalenhag, roberto parada, jovana rikalo, albert goodwin, james turrell, angela barrett, barthel bruyn the elder, shohei otomo, auguste toulmouche, anja percival, barbara stauffacher solomon, john hoyland, david burdeny, giovanni battista gaulli, max weber, karl blossfeldt, lucian freud, istvan banyai, eugene delacroix, august macke, milton glaser, greg hildebrandt, edward hopper, bernard aubertin, edward atkinson hornel, nathan wirth, edward robert hughes, adriaen van outrecht, richard mcguire, alfred parsons, viktoria gavrilenko, carl gustav carus, richard doyle, nikolina petolas, david lynch, ferdinand van kessel, herbert list, brent heighton, albert watson, angus mckie, clara miller burd, andy fairhurst, thechamba, boris vallejo, john salminen, jacob van ruisdael, roy lichtenstein, claude cahun, marianne north, bayard wu, albrecht anker, tyler shields, andre kohn, michael parkes, sofonisba anguissola, margaux valonia, jeff lemire, andré lhot

Table 71

Stable Diffusion v3.5-L remaining celebrity concepts (1-133)

troy baker, cameron monaghan, elle fanning, lucy hale, alan rickman, big sean, roman reigns, kate upton, jennifer connelly, melissa mccarthy, bradley steven perry, ki hong lee, marco reus, cameron boyce, octavia spencer, kyle gass, mike epps, pierce brosnan, humphrey bogart, eden hazard, vin diesel, peter weller, selena quintanilla, mary mccormack, dean martin, noah cyrus, dwyane wade, lake bell, jared padalecki, lil pump, austin pendleton, loretta devine, taylor hill, danny devito, trent reznor, lindsey pelas, asa akira, judy greer, tom baker, robin givens, george takei, linda blair, ludacris, rob benedict, brenda song, michelle visage, audrey hepburn, annie potts, daniel henney, yvonne craig, jennifer esposito, tyrone power, lucille ball, jon lovitz, orson welles, kristen stewart, rose mcgowan, naomi campbell, david cross, john stamos, gabourey sidibe, ryan destiny, groucho marx, alexis texas, alexandra daddario, sam smith, maya angelou, kimbra, arnold schwarzenegger, ricki lake, george lopez, heather locklear, becky g, joe hahn, willow smith, kim basinger, jonah hill, chance the rapper, sasha alexander, james van der beek, tiger woods, jeri ryan, patrick dempsey, michael strahan, arden cho, lauren graham, bob ross, nicky jam, morgan freeman, jeremy jordan, halle berry, christina ricci, jessica jung, matt smith, rory cochrane, justin bieber, christine baranski, megan mullally, dwayne johnson, sarah hyland, keshia knight pulliam, mike tyson, bill clinton, edward james olmos, aretha franklin, lee van cleef, sheryl crow, jon bernthal, christopher lloyd, romany malco, elizabeth taylor, jeff bridges, gene wilder, rob delaney, gregory peck, jordana brewster, derek hough, taylor lautner, bastian schweinsteiger, denise richards, dean cain, manny pacquiao, bill murray, lewis hamilton, jay park, rebel wilson, kiersey clemons, steve carell, sissy spacek, tara reid, samuel l jackson, chris pine, james garner

Table 72

Stable Diffusion v1.4 small scale target celebrity concepts

adam driver, adriana lima, amber heard, amy adams, andrew garfield, angelina jolie, anjelica huston, anna faris, anna kendrick, anne hathaway, arnold schwarzenegger, barack obama, beth behrs, bill clinton, bob dylan, bob marley, bradley cooper, bruce willis, bryan cranston, cameron diaz, channing tatum, charlie sheen, charlize theron, chris evans, chris hemsworth, chris pine, chuck norris, courteney cox, demi lovato, drake, drew barrymore, dwayne johnson, ed sheeran, elon musk, elvis presley, emma stone, frida kahlo, george clooney, glenn close, gwyneth paltrow, harrison ford, hillary clinton, hugh jackman, idris elba, jake gyllenhaal, james franco, jared leto, jason momoa, jennifer aniston, jennifer lawrence

Table 73

Stable Diffusion v1.4 small scale mapping celebrity concepts (301-458)

daniel dae kim, matthew broderick, rosamund pike, elijah wood, adam sandler, katherine langford, jon hamm, daisy ridley, taylor schilling, claire foy, ed helms, jane krakowski, alan rickman, robert sheehan, cara delevingne, benedict cumberbatch, lena dunham, laverne cox, hayden panettiere, gemma chan, chloe bennet, kit harington, maya rudolph, paul mescal, lupita nyong’o, minnie driver, jeffrey wright, elisabeth moss, natalie portman, zoe saldana, ben whishaw, lucas hedges, ellie kemper, leighton meester, octavia spencer, tony goldwyn, alison brie, aubrey plaza, joseph fiennes, pedro pascal, donald glover, sam rockwell, jennifer love hewitt, gillian anderson, rob schneider, regina hall, vanessa hudgens, taissa farmiga, evan rachel wood, jack whitehall, sarah silverman, naomi watts, amy poehler, natasha lyonne, julia louis-dreyfus, rashida jones, john mulaney, maya rudolph, allison janney, patricia clarkson, catherine o’hara, david tennant, john boyega, millie bobby brown, tori kelly, noah schnapp, laura harrier, kate mckinnon, jim carrey, lin-manuel miranda, storm reid, michael fassbender, jodie comer, sofia vergara, lily tomlin, rose byrne, sam claflin, noah wyle, kaitlyn dever, lauren graham, thomas middleditch, anya taylor-joy, mila kunis, rachel brosnahan, christopher meloni, ashley tisdale, tiffany haddish, noah centineo, daisy edgar-jones, yara shahidi, rupert grint, oliver jackson-cohen, mckenna grace, kiersey clemons, sofia coppola, florence welch, caitriona balfe, gillian jacobs, jason clarke, sarah hyland, david oyelowo, ana de armas, camila mendes, daniel radcliffe, karen fukuhara, alex wolff, gina carano, kj apa, billie piper, lucy hale, margot robbie, tom hardy, kenan thompson, bella thorne, jason derulo, kaley cuoco, emma mackey, finn wolfhard, daniel henney, maya erskine, darren criss, jessica chastain, timothée chalamet, bindi irwin, shay mitchell, constance wu, rebel wilson, jonathan groff, evan peters, taron egerton, olivia colman, zazie beetz, joe manganiello, josh o’connor, rachel bloom, chris messina, billy eichner, sasha lane, phoebe dynevor, adria arjona, madelyn cline, archie madekwe, kiernan shipka, ashley park, sofia carson, mia goth, katherine langford, hunter schafer, charlie heaton, jacob elordi, beanie feldstein, penn badgley, greta thunberg, maisie williams, ben platt, betty gilpin, joey king, millie brady

Table 74

Stable Diffusion v1.4 small scale remaining remaining artistic style concepts

a.j.casson, aaron douglas, aaron horkey, aaron jasinski, aaron siskind, abbott fuller graves, abbott handerson thayer, abdel hadi al gazzar, abed abdi, abigail larson, abraham mintchine, abraham pether, abram efimovich arkhipov, adam elsheimer, adam hughes, adam martinakis, adam paquette, adi granov, adolf hirémy-hirschl, adolph gottlieb, adolph menzel, adonna khare, adriaen van ostade, adriaen van outrecht, adrian donoghue, adrian ghenie, adrian paul allinson, adrian smith, adrian tomine, adrianus eversen, afarin sajedi, affandi, aggi erguna, agnes cecile, agnes lawrence pelton, agnes martin, agostino arrivabene, agostino tassi, ai weiwei, ai yazawa, akihiko yoshida, akira toriyama, akos major, akseli gallen-kallela, al capp, al feldstein, al williamson, alain laboile, alan bean, alan davis, alan kenny, alan lee, alan moore, alan parry, alan schaller, alasdair mclellan, alastair magnaldo, alayna lemmer, albert benois, albert bierstadt, albert bloch, albert dubois-pillet, albert eckhout, albert edelfelt, albert gleizes, albert goodwin, albert joseph moore, albert koetsier, albert kotin, albert lynch, albert marquet, albert pinkham ryder, albert robida, albert servaes, albert tucker, albert watson, alberto biasi, alberto burri, alberto giacometti, alberto magnelli, alberto seveso, alberto sughi, alberto vargas, albrecht anker, albrecht durer, alec soth, alejandro burdisio, alejandro jodorowsky, aleksey savrasov, aleksi briclot, alena aenami, alessandro allori, alessandro barbucci, alessandro gottardo, alessio albi, alex alemany, alex andreev, alex colville, alex figini, alex garant

Table 75

Safe T2I Generation

Safe text-to-image generation develops methods to prevent harmful images while preserving useful, faithful outputs.

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Feb 23, 2026

Localized Concept Erasure in Text-to-Image Diffusion Models via High-Level Representation Misdirection

Recent advances in text-to-image (T2I) diffusion models have seen rapid and widespread adoption. However, their powerful generative capabilities raise concerns about potential misuse for synthesizing harmful, private, or copyrighted content. To mitigate such risks, concept erasure techniques have emerged as a promising solution. Prior works have primarily focused on fine-tuning the denoising component (e.g., the U-Net backbone). However, recent causal tracing studies suggest that visual attribute information is localized in the early self-attention layers of the text encoder, indicating a potential alternative for concept erasing. Building on this insight, we conduct preliminary experiments and find that directly fine-tuning early layers can suppress target concepts but often degrades the generation quality of non-target concepts. To overcome this limitation, we propose High-Level Representation Misdirection (HiRM), which misdirects high-level semantic representations of target concepts in the text encoder toward designated vectors such as random directions or semantically defined directions (e.g., supercategories), while updating only early layers that contain causal states of visual attributes. Our decoupling strategy enables precise concept removal with minimal impact on unrelated concepts, as demonstrated by strong results on UnlearnCanvas and NSFW benchmarks across diverse targets (e.g., objects, styles, nudity). HiRM also preserves generative utility at low training cost, transfers to state-of-the-art architectures such as Flux without additional training, and shows synergistic effects with denoiser-based concept erasing methods.

Uichan Lee, Jeonghyeon Kim, Sangheum Hwang

Department of Data Science, Seoul National University of Science and Technology

Diffusion Model Unlearning T2I Diffusion Models Machine Unlearning

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Aug 11, 2026

PEAK: Precise and Persistent Concept Erasure via k-Sparse Autoencoders

Erasing concepts from large-scale text-to-image (T2I) diffusion models has become increasingly crucial due to the growing concerns over copyright infringement, privacy violations, and offensive content. Existing approaches struggle to achieve both precise and persistent concept erasure: inaccurate localization of concept-related representations may cause unintended semantic interference, while incomplete removal of the underlying concept knowledge allows adversarial recovery. To address this dilemma, we propose PEAK, a precise and persistent concept erasure framework via k-Sparse Autoencoders (kSAEs). PEAK first trains a kSAE on internal activations of the diffusion denoising network to decompose dense representations into interpretable sparse features. By contrasting sparse activations induced by target and non-target prompts, PEAK identifies a compact set of target-specific features according to both activation strength and frequency. These localized features are then used for parameter optimization, where PEAK selectively suppresses target-related activations while preserving complementary non-target ones towards the original model. This feature-guided optimization embeds concept erasure directly into diffusion parameters, eliminating the need for additional inference-time intervention and facilitating effective persistence against adversarial attacks. Extensive experiments demonstrate that PEAK achieves effective and robust concept erasure. On the I2P benchmark, PEAK reduces NudeNet detections from 582 to 6, lowers the average attack success rate (ASR) from 96.52% to 5.63%, and preserves general generation quality on MS-COCO with a near-zero KID. Our code and models are available at: https://github.com/manmanTAT/PEAK

Man Jiang, Ouxiang Li, Weibao Xue +4

Hefei University of Technology · University of Science and Technology of China · University of Macau

Diffusion Model Unlearning T2I Diffusion Models

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Aug 15, 2026

TEA: Text Encoder Alignment for Robust Concept Erasure in Text-to-Image Models

Text-to-image diffusion models can be misused to generate harmful content through adversarial or paraphrased prompts that bypass built-in safety mechanisms. Existing concept erasure methods often suffer from limited robustness against adversarial prompts, degradation of benign generation quality, or reliance on inference-time interventions that introduce persistent computational overhead. To address these limitations, we formulate concept erasure as a domain alignment problem in the text representation space. We propose a lightweight Text Encoder Alignment framework (TEA) that fine-tunes only the text encoder while keeping the generative backbone fully frozen. Given concept--anchor prompt pairs, our method trains a discriminator to distinguish token-level representations of concept-containing prompts from those of safe anchor prompts, while updating the text encoder to make these representations indistinguishable. TEA introduces zero inference-time overhead and requires only a small number of fine-tuning steps, making it highly efficient to deploy at scale. Despite this efficiency, TEA achieves state-of-the-art erasure robustness against black-box and white-box adversarial attacks on Stable Diffusion v1.4, while preserving generation quality on benign prompts. Furthermore, TEA is model-agnostic and achieves the lowest attack success rate on Stable Diffusion v3.5, extending concept erasure to a Rectified Flow Transformer architecture with T5 conditioning where prior methods remain largely unexplored. Code is available at https://github.com/alirezafarashah/TEA.git

Alireza Dehghanpour Farashah, Zhuan Shi, Negar Rostamzadeh +1

Mila – Quebec AI Institute · McGill University · Google Research

Safe T2I Generation Adversarial Robustness

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Abstract

Safe T2I Generation

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Localized Concept Erasure in Text-to-Image Diffusion Models via High-Level Representation Misdirection

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