Diffusion-Based Image Editing

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11 papers in the last four weeks, up 10% on the four weeks before. 0.1% of all new papers.

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CollectionLoRA: Collecting 50 Effects in 1 LoRA via Multi-Teacher On-Policy Distillation
May 25, 2026Fangtai Wu, Hailong Guo, Shijie Huang +7Diffusion Model Distillation Low-Rank Adaptation
Zhejiang University · Qwen Applications Business Group of Alibaba · Xi’an Jiaotong University
Semantic Granularity Navigation in Image Editing
May 20, 2026Liangsi Lu, Minzhe Guo, Xuhang Chen +1Diffusion Model Sampling Diffusion Timestep Scheduling
Guangdong University of Technology, Guangzhou, China · Huizhou University, Huizhou, China.
TextSculptor: Training and Benchmarking Scene Text Editing
May 20, 2026Yiheng Lin, Siyu Jiao, Xiaohan Lan +12Synthetic Data Augmentation Text-Guided Image Editing
Beijing Jiaotong University · Bytedance
Are Watermarked Images Editable? SafeMark for Watermark-Preserving Text-Guided Image Editing
May 19, 2026Xiaodong Wu, Qi Li, Xiangman Li +3Diffusion Model Watermarking Text-Guided Image Editing
Queen’s University · University of Waterloo
HierEdit: Region-Aware Hierarchical Diffusion for Efficient High-Resolution Editing
May 17, 2026Yuyao Zhang, Alexander Huang-Menders, Yu-Wing TaiDiffusion Transformer Diffusion-Based Image Editing
Dartmouth College
Training-Free Occluded Text Rendering via Glyph Priors and Attention-Guided Semantic Blending
May 16, 2026Jingqi Hou, Hongtian WangCompositional T2I Generation Diffusion-Based Image Editing
1,2College of Computer Science, Beijing University of Technology, Beijing, China
AdaEraser: Training-Free Object Removal via Adaptive Attention Suppression
May 15, 2026Dingming LiuImage Inpainting Attention Mechanisms
School of Computer Science, Peking University.
DealMaTe: Multi-Dimensional Material Transfer via Diffusion Transformer
May 15, 2026Nisha Huang, Yizhou Lin, Jie Guo +3Diffusion Transformer Diffusion-Based Image Editing
Tsinghua University, China · Pengcheng Laboratory, China · National Cheng-Kung University, Taiwan +2
VAGS: Velocity Adaptive Guidance Scale for Image Editing and Generation
May 15, 2026Yan Luo, Ahmadou Aidara, Jingyi Lu +3Classifier-Free Guidance Diffusion-Based Image Generation
Harvard AI and Robotics Lab, Harvard University · School of Computing and Data Science, The University of Hong Kong · Kempner Institute for the Study of Natural and Artificial Intelligence, Harvard University
MaTe: Images Are All You Need for Material Transfer via Diffusion Transformer
May 15, 2026Nisha Huang, Henglin Liu, Yizhou Lin +5Diffusion Transformer Diffusion-Based Image Editing
Tsinghua University · PengCheng Laboratory · Lenovo Research +1
Self-Prompting Diffusion Transformer for Open-Vocabulary Scene Text Editing via In-Context Learning
May 15, 2026Hongxi Li, Tong Wang, Chengjing Wu +6Diffusion Transformer Text-Guided Image Editing
1MT Lab, Meitu Inc., Beijing, China · School of Computer Science & Technology, Beijing Institute of Technology, Beijing, China
ACE-LoRA: Adaptive Orthogonal Decoupling for Continual Image Editing
May 14, 2026Yuehao Liu, Weijia Zhang, Xuanming Shang +4Continual Learning Diffusion Model Fine-Tuning
Shanghai Jiao Tong University · Nanjing University · VIVO
ClickRemoval: An Interactive Open-Source Tool for Object Removal in Diffusion Models
May 14, 2026Ledun Zhang, Yatu Ji, Xufei Zhuang +1Attention Control in Diffusion Models Image Inpainting
Inner Mongolia University of Technology Hohhot, Inner Mongolia, China
Drag within Prior Distribution: Text-Conditioned Point-Based Image Editing within Distribution Constraints
May 13, 2026Haoyang Hu, Masataka Seo, Yen-Wei ChenDiffusion Model Guidance Text-Guided Image Editing
† Ritsumeikan University, Graduate School of Information and Engineering · ⋆Osaka Institute of Technology
Qwen-Image-2.0 Technical Report
May 11, 2026Bing Zhao, Chenfei Wu, Deqing Li +72T2I Generation Compositional T2I Generation
FlashClear: Ultra-Fast Image Content Removal via Efficient Step Distillation and Feature Caching
May 9, 2026Yixin Tang, Jiawei Guo, Junxian Li +6Diffusion Model Distillation Few-Step Diffusion Sampling
Shanghai Jiao Tong University · Nanyang Technological University · Honor Device Co., Ltd
HEART: Hyperspherical Embedding Alignment via Kent-Representation Traversal in Diffusion Models
May 8, 2026Arani Roy, Shristi Das Biswas, Kaushik RoyRepresentation Geometry Diffusion-Based Image Editing
Purdue University
BRIDGE: Background Routing and Isolated Discrete Gating for Coarse-Mask Local Editing
May 8, 2026Peilin Xiong, Honghui Yuan, Junwen Chen +1Diffusion Transformer Positional Encoding
Department of Informatics, The University of Electro-Communications, Tokyo, Japan
EditTransfer++: Toward Faithful and Efficient Visual-Prompt-Guided Image Editing
May 8, 2026Lan Chen, Qi Mao, Yiren Song +2Diffusion Transformer Diffusion Model Fine-Tuning
School of Information and Communication Engineering and the State Key Laboratory of Media Convergence and Communication, Communication University of China, Beijing 100024, China · ShowLab, National University of Singapore, 119077, Singapore · State Key Laboratory of Multimedia Information Processing, School of Computer Science, Peking University, Beijing 100871, China
Why Do DiT Editors Drift? Plug-and-Play Low Frequency Alignment in VAE Latent Space
May 7, 2026Xiaoce Wang, Sifan Zhou, Kaifei Wang +4Diffusion Transformer Diffusion-Based Image Editing
♠Tsinghua University · ♡Carnegie Mellon University · ♢Peking University +3
DirectEdit: Step-Level Accurate Inversion for Flow-Based Image Editing
May 4, 2026Desong Yang, Mang YeFlow Matching Text-Guided Image Editing
National Engineering Research Center for Multimedia Software, School of Computer Science, Wuhan University, Wuhan, China.
A Hybrid Approach for Closing the Sim2real Appearance Gap in Game Engine Synthetic Datasets
May 4, 2026Stefanos PasiosImage-to-Image Translation Sim-to-Real Transfer
independent researcher
SpecEdit: Training-Free Acceleration for Diffusion based Image Editing via Semantic Locking
May 4, 2026Zhengan Yan, Shikang Zheng, Haoran Qin +9Diffusion Sampling Diffusion-Based Image Editing
EPIC Lab , Shanghai Jiao Tong University · Shandong University · Alibaba Group +2
AttnRouter: Per-Category Attention Routing for Training-Free Image Editing on MMDiT
May 2, 2026Guandong Li, Mengxia YeDiffusion Transformer Text-Guided Image Editing
iFLYTEK · Aegon THTF
SpatialFusion: Endowing Unified Image Generation with Intrinsic 3D Geometric Awareness
Apr 29, 2026Haiyi Qiu, Kaihang Pan, Jiacheng Li +3Conditional Image Generation Image Generation
Zhejiang University Hangzhou, China · HiThink Research Hangzhou, China
ResetEdit: Precise Text-guided Editing of Generated Image via Resettable Starting Latent
Apr 28, 2026Hanyi Wang, Han Fang, Zheng Wang +2Diffusion Model Inversion Text-Guided Image Editing
Shanghai Jiao Tong University China · University of Science and Technology of China China · Wuhan University China +1
Learning Illumination Control in Diffusion Models
Apr 27, 2026Nishit Anand, Manan Suri, Christopher Metzler +2Diffusion Model Fine-Tuning Image Relighting
University of Maryland College Park
CA-IDD: Cross-Attention Guided Identity-Conditional Diffusion for Identity-Consistent Face Swapping
Apr 27, 2026Md Shohel Rana, Tanoy DebnathImage Generation Identity-Preserving Image Generation
School of Computing
GeoEdit: Local Frames for Fast, Training-Free On-Manifold Editing in Diffusion Models
Apr 27, 2026Yiming Zhang, Sitong Liu, Ke Li +3Diffusion Model Guidance Diffusion-Based Image Editing
University of California San Diego, La Jolla, CA, USA · University of Washington, Seattle, WA, USA · Xidian University, Xi’an, China
Probing Visual Planning in Image Editing Models
Apr 23, 2026Zhimu Zhou, Yanpeng Zhao, Qiuyu Liao +2Visual Spatial Reasoning Diffusion-Based Planning
1Shanghai Jiao Tong University · 3State Key Laboratory of General Artificial Intelligence, BIGAI · 2Renmin University of China

May 25, 2026, cs.CVJ/K move · Enter open · S save

CollectionLoRA: Collecting 50 Effects in 1 LoRA via Multi-Teacher On-Policy Distillation

Fangtai Wu, Hailong Guo, Shijie Huang, Jiayi Song+6

Zhejiang University · Qwen Applications Business Group of Alibaba · Xi’an Jiaotong University

Diffusion Model Distillation Low-Rank Adaptation Multi-Teacher Knowledge Distillation Diffusion-Based Image Editing

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Customized image editing aims to equip pre-trained diffusion models with specific visual effects using limited paired data, typically via Low-Rank Adaptation (LoRA). As the number of desired effects grows, storing and dynamically loading numerous these effect LoRAs significantly increases deployment overhead. Furthermore, current pipelines typically cascade these effect LoRAs with acceleration modules for fast generation, which triggers severe parameter interference and results in concept bleeding and style degradation. We propose CollectionLoRA, a multi-teacher on-policy distillation framework capable of distilling the concepts of up to 50 different effect LoRAs along with few-step generation capabilities into a single LoRA. This fundamentally resolves the feature interference issue and significantly reduces deployment costs. Specifically, the method introduces (i) a Probabilistic Dual-Stream Routing mechanism that enables the model to randomly switch between data sources during training, effectively enhancing its generalization in unseen scenarios; (ii) an Asymmetric Orthogonal Prompting strategy to achieve concept isolation within the prompt space; (iii) a Coarse-to-Fine Distillation Objective to mitigate the distribution gap between the teacher and student models. Extensive evaluations show that CollectionLoRA distills all customized effects and few-step generation into a single LoRA, reducing deployment overhead while achieving concept fidelity comparable to or better than independently trained teacher models. Code: https://github.com/Qwen-Applications/CollectionLoRA

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