Text-To-Image

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Period ending 2026-09-21

13 new papers

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Period ending 2026-09-14

15 new papers

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Period ending 2026-09-07

6 new papers

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  1. Can Frontier LLMs Match Natively Multimodal Embeddings? A Comparison on Hard-Negative Text-to-Image Retrieval

    Aug 11, 2026Archan Dutta, Vyanktesh KanungoMultimodal EmbeddingsMultimodal Retrieval

  2. AdvFD: Boosting Visual Generation via Adversarial Fr'echet Distance Loss

    Aug 11, 2026Mingju Gao, Jingkai Zhou, Kun Gai +2Fréchet Inception DistanceVisual Generation

  3. On the Limitations of Cross-Lingual Consistency in Multilingual Text-to-image Generation

    Aug 11, 2026Sicheng Zhang, Zhonghao Yan, Binzhu Xie +4Cross-Lingual ConsistencyText-To-Image

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

    Aug 11, 2026Man Jiang, Ouxiang Li, Weibao Xue +4Concept ErasureText-To-Image Diffusion Models

  5. Open Evaluation Agent: Efficient and Promptable Evaluation of Visual Generative Models

    Aug 10, 2026Shulin Tian, Ziqi Huang, Fan Zhang +3Agentic EvaluationsVisual Generation

  6. In-Loop Model Adaptation with Coupled Latent-Noise Guidance for High-Fidelity Subject-Driven Text-to-Image Generation

    Aug 10, 2026Yushun Tang, Weiming Chen, Siyi Liu +3Text-To-Image Diffusion ModelsText-To-Image

  7. RL-Native Distillation: Exploiting Scored Trajectories for Few-Step Image Generation

    Aug 10, 2026Yuhan Li, Fangao Zeng, Sicong Kang +5Image GenerationDeep Reinforcement Learning

  8. SI-Edit: Toward Sketch-Instruction Guided Local Image Editing with Pixel-Level Precision

    Aug 10, 2026Weixin Ye, Wei Wang, Hongguang Zhu +1Image EditingSketches

  9. Math-Vision Diagrams: A Comprehensive Benchmark for Evaluating LLM Mathematical Diagram Generation Capabilities

    Aug 9, 2026Harish Kashyap, Kiran Byadarhaly, Sriram Chakaravarthy +2DiagramsDiagnostic Benchmark

  10. High-Quality Exposure Correction with Diffusion-Based Image Generation Priors

    Aug 9, 2026Ziwen Li, Meng Cao, Jinpu Zhang +4Diffusion PriorsImage Generation

  11. InstructionCrafter: Generating Consistent and High-Fidelity Visual Instructions

    Aug 9, 2026Shun Okamoto, Satoshi Iizuka, Kazuhiro FukuiVisual GenerationInstruction

  12. HRDiT: Training-Free High-Resolution Image Generation with Off-the-Shelf Diffusion Transformer Models

    Aug 7, 2026Yu Xue, Haoxuan Qu, Zhuoling Li +5Multimodal Diffusion TransformersText-To-Image

  13. FlowErase-OPD: Multi-Concept Erasure via Anchored On-Policy Distillation in Flow Matching Models

    Aug 7, 2026Yi Sun, Yimin Zhou, Xinhao Zhong +3Concept ErasureText-To-Image Diffusion Models

  14. Can Language Models Imagine Without Seeing? Ekphrasis: Measuring Visual Creative Ideation in Text-Only LLMs

    Aug 7, 2026Hongyu Luo, He Wang, Huihao Jing +6Visual GenerationCreativity

  15. ControlRef: Efficient Layout-Guided Multi-Instance Generation via Anchored 4D-RoPE

    Aug 7, 2026Yunkai Yang, Yudong Zhang, Xinying Chen +7Multimodal Diffusion TransformersLarge-Scale Image Generation

  16. PAST: Prompt-Adaptive Sampling Termination for Efficient Diffusion Model

    Aug 7, 2026Renye Yan, Jikang Cheng, You Wu +4Adaptive SamplingExternal Reward Models

  17. Beyond Starry Night: Shortcut-Aware Control-State Planning for Artist-Grounded Text to Image Generation

    Aug 7, 2026Kuan Xing, Ye Wang, Changyi Gan +4Image Generation

  18. InsertFuse: A Unified Framework for Multi-Category Reference-Guided Image Insertion

    Aug 6, 2026Guangzhao Li, Qingyan Wei, Huayu Zheng +7Large-Scale Image GenerationSingle Images

  19. OTLesMix: Wasserstein Barycenter and Optimal Transport Map for Synthetic Lesion Generation with Diverse Shapes and Locations

    Aug 6, 2026Robin Trombetta, Carole LartizienMedical Image GenerationSynthetic Data Augmentation

  20. Controllable Clothing: Precise Labels and Generation for Virtual Try-On with Latent Diffusion Models

    Aug 6, 2026Max Rehman LinderVirtual Try-OnGarments

  21. Energy-Guided Flow Matching

    Aug 6, 2026Haoyang Tong, Yu He, Fang Li +6Hierarchical Flow MatchingLarge-Scale Image Generation

  22. DynaPix: Can Vision-Language Models Identify the Exact Future?

    Aug 6, 2026Thong Nguyen, Vinh-Hien Do, Quynh Vo +2Future Video PredictionImage Generation

  23. MOSAIK: Multi-Patch Content-Aware Spatial Allocation of Image Tokens for Efficient Generation

    Aug 5, 2026Mohammadreza Hami, Mohammadreza Samadi, Chao Gao +1Large-Scale Image GenerationPixelloop

  24. Simile Understanding in Text-to-Image Models: An Evaluation Framework

    Aug 5, 2026Luecheng Wang, Shintaro Ozaki, Hidetaka Kamigaito +4Text-To-ImageMetaphors

  25. CSGen: A Multi-Domain Curvilinear Structure Generation Model via Hierarchical Multimodal Diffusion

    Aug 5, 2026Zhe Shan, Ziming Yang, Lei Zhou +3Large-Scale Image GenerationMotion Generation

  26. Innocent Panels, Hateful Stories: Evaluating and Detecting Hateful Intent in Multi-Turn Visual Story Generation

    Aug 5, 2026Ye Leng, Junjie Chu, Yiting Qu +3HateHate Speech

  27. ToolArtist: Tool-Using Unified Multimodal Models for Agentic Image Generation

    Aug 5, 2026Jiahao Zhao, Xiaomin Yu, Zhongxiang Sun +5Image GenerationMultimodal Agents

  28. Poly-OPD: Heterogeneous Multi-Teacher On-Policy Distillation for Capability-Selectable Flow Models

    Aug 5, 2026Siming Fu, Haojun Xu, Ruizhe He +9Multi-Teacher DistillationOn-Policy Distillation

  29. Assessment of Conditional Diffusion Model for Synthetic Histopathology Image Generation

    Aug 4, 2026Seyed Kahaki, Shijie Li, Weijie Chen +1Medical Image GenerationEvaluation Metrics

  30. UniWorld-Design: From Pixel Generation to Layer-Native Design

    Aug 4, 2026Zongjian Li, Zhiyuan Yan, Chenxu Bai +9Image Generation

  31. Can Text-to-Image Models Draw from the Right Frame of Reference?

    Aug 4, 2026Zheyuan Gu, Ruihang Li, Yong Huang +5Text-To-ImageVideo-Text Alignment

  32. Test-Time Scaling for Safe Text-Guided Image Generation via Intermediate Clean Estimates

    Aug 4, 2026Jinya Sakurai, Shueicheng Yan, Xun XuText-To-Image Diffusion ModelsText-To-Image

  33. Rectify Then Diffuse: Disentangling Concepts Before Denoising Trajectory Unfolds

    Aug 4, 2026Ning Zhu, An Chen, Mengfei Zhao +4Text-To-Image Diffusion ModelsDenoising Trajectory

  34. Computational and Statistical Guarantees of the \textit{c}-Rectified flow

    Aug 3, 2026Leda Wang, Zhehao Xu, Qiang Liu +1Rectified FlowOptimal Transport

  35. Investigating Social Bias in Narrative Image Generation

    Aug 3, 2026Junyeong Park, Sowon Min, Euna Jang +5Text-To-ImageVisual Storytelling

  36. A Benchmark Dataset for MLLM-Generated Image Detection: GPT Image2 & Nano Banana2

    Aug 2, 2026Zirui Zhang, Yinbo Yu, Donghai Guan +3Ai-Generated Image DetectionImage Generation

  37. NuclearDiffusion: Text-to-Image Foundation Models for Learning Nuclear Energy Concepts

    Aug 1, 2026Mohammed I. Radaideh, Jeremy Moon, Andre Gala-Garza +3Text-To-Image Diffusion ModelsText-To-Image

  38. CopyCat: Improving Fine-Grained Subject Consistency in Subject-to-Image Models within Seconds

    Aug 1, 2026Peng Zheng, Ruiqi Liu, Rui Ma +1Large-Scale Image GenerationPhotometric Supervision

  39. Where Does Generative Difficulty Reside? An Empirical Study of Target Representations

    Aug 1, 2026Marcel Plocher, Bernhard Schölkopf, Andreas Geiger +1Image GenerationGenerative

  40. InstancePin: Instance-Addressable Layout-to-Image Diffusion via Coordinate Pinning

    Aug 1, 2026Chaoyue Wu, Yunfei Zhang, Si WuIdentity-Conditioned Latent Diffusion ModelsLarge-Scale Image Generation

  41. Element-Aware Group Learning for E-Commerce Image Generation

    Aug 1, 2026Jingtong Chen, Jiahui Wang, Xue Zhao +2Image GenerationGroup Relative Policy Optimization

  42. Where did the ambiguity go? Examining how multimodal models interpret polysemous words

    Aug 1, 2026Jasin Cekinmez, Addison J. Wu, Raja Marjieh +1Multimodal LearningText-To-Image

  43. Scaling Properties of Text Conditioning in Visual Generation

    Jul 31, 2026Zilong Chen, Chaorui Deng, Kunchang Li +2Visual GenerationScaling Laws

  44. WaiT for the Signal: Simple Frequency-Aware Flow-Matching

    Jul 30, 2026Krunoslav Lehman Pavasovic, Théophane Vallaeys, Stéphane Mallat +4Large-Scale Image GenerationDiscrete Wavelet Transform

  45. GVR-Coder: A Visual-Feedback Framework for Structured SVG Generation in Complex Document and Meeting Scenarios

    Jul 30, 2026Yiming Xu, Jihua Kang, Chunsai Du +5Scalable Vector GraphicDiagrams

  46. FiRE: Enhancing MLLMs with Fine-Grained Context Learning for Complex Image Retrieval

    Jul 30, 2026Bohan Hou, Haoqiang Lin, Xuemeng Song +4Multimodal RetrievalMulti-Modal Large Language Models

  47. Amortized Moment Matching for Visual Generation

    Jul 29, 2026Wenze Liu, Xintao Wang, Pengfei Wan +1Fréchet Inception DistanceVisual Generation

  48. Dual Inversion for Text-to-Image Diffusion Models: From Both Prompt and Noise Perspectives

    Jul 29, 2026Xiaolong Liu, Junjian Li, Yuan Xiao +4Text-To-Image Diffusion ModelsText-To-Image

  49. Anchoring and Steering Diffusion: Enhancing the Faithfulness of Text-to-Image Generation at Inference Time

    Jul 29, 2026Xinyi Wang, Yuyang Huang, Yalin Su +4Text-To-Image Diffusion ModelsVideo-Text Alignment

  50. ServerlessT2I: Efficient Text-to-Image Workflow Serving on a Serverless Platform

    Jul 29, 2026Xiaoxiao Jiang, Suyi Li, Sheng Yao +5Text-To-ImageWorkflow Automation and Optimization

  51. OmniPhys: Knowledge-Graph-Driven Benchmarking and Collective Optimization for Physical Commonsense in Text-to-Image Generation

    Jul 28, 2026Yajing Xu, Yarong Lan, Jiaoyan Chen +6Text-To-ImageOmnix

  52. Beyond Facial Consistency: Personalized Person Image Generation with Holistic Identity Preservation

    Jul 28, 2026Yuxuan Xiao, Shanshan Zhang, Jian Yang +1Large-Scale Image GenerationAppearance

  53. Harm is not Universal: Community-Specific Toxicity Detection is Urgently Needed

    Jul 27, 2026Xinnuo Xu, Anja Thieme, Daniela Massiceti +6ToxicityText-To-Image

  54. PRISM: Prompt Refinement via Image-grounded Self-rewarding Mechanism for Text-to-Image Generation

    Jul 27, 2026Guo Tang, HongJie Luo, Tianxu Wang +2Text-To-ImageText Generation

  55. TreeAdapter: Hierarchical Taxonomy-Guided Adapter Composition for Fine-Grained Species Image Generation

    Jul 27, 2026Yuze Sun, Zhongjie Duan, Yingda ChenLarge-Scale Image GenerationText-To-Image

  56. UniGen-AR: Unifying Visual Generation with Auto-Regressive Modeling

    Jul 27, 2026Zhipeng Bao, Zhen Zhu, Nupur Kumari +4Autoregressive Image GenerationVisual Generation

  57. Manifold-Constrained Noise Optimization for Diverse Diffusion Sampling

    Jul 27, 2026Qitan Shi, Cheng Jin, Ziyuan Liu +1Diffusion SamplingText-To-Image Diffusion Models

  58. Contrastive Parameter Disentanglement for Multi-modal Remote Sensing Image Generation

    Jul 26, 2026Yu Zhang, Wenda Zhao, Haojun Tang +1Multimodal Contrastive LearningRemote Sensing

  59. To Erase, or Not to Erase: Robust Training-Free Concept Erasure with Preservation aware Adaptive Ranked Subspace Expansion

    Jul 26, 2026Shaswati Saha, Rajasekhar Anguluri, Manas GaurConcept ErasureText-To-Image Diffusion Models

  60. Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability

    Jul 24, 2026Ahmed M. Abuzuraiq, Philippe PasquierText-To-Image Diffusion ModelsExplainable Artificial Intelligence