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. Attention Sinks in Diffusion Transformers: A Causal Analysis

    May 10, 2026Fangzheng Wu, Brian SummaMultimodal Diffusion TransformersText-To-Image

  2. Micro-Defects Expose Macro-Fakes: Detecting AI-Generated Images via Local Distributional Shifts

    May 10, 2026Boxuan Zhang, Jianing Zhu, Qifan Wang +2Ai-Generated Image DetectionDigital Forensics

  3. Towards Robust Sequential Decomposition for Complex Image Editing

    May 10, 2026Zilai Zeng, Mingdeng Cao, Zijie Li +5Image EditingLarge-Scale Image Generation

  4. Dependency-Aware Discrete Diffusion for Scene Graph Generation

    May 9, 2026Rajalaxmi Rajagopalan, Romit Roy ChoudhuryHierarchical 3D Scene GraphsLarge-Scale Image Generation

  5. simpleposter: a simple baseline for product poster generation

    May 9, 2026Benlei Cui, Fangao Zeng, Weitao Jiang +6Text-To-ImageInpainting

  6. Supersampling Stable Diffusion and Beyond: A Seamless, Training-Free Approach for Scaling Neural Networks Using Common Interpolation Methods

    May 9, 2026Md Abu Obaida Zishan, Jannatun Noor, Annajiat Alim RaselLarge-Scale Image GenerationDenoising Diffusion Probabilistic Model

  7. Flow-OPD: On-Policy Distillation for Flow Matching Models

    May 8, 2026Zhen Fang, Wenxuan Huang, Yu Zeng +8Hierarchical Flow MatchingVideo-Text Alignment

  8. SCOPE: Structured Decomposition and Conditional Skill Orchestration for Complex Image Generation

    May 8, 2026Tianfei Ren, Zhipeng Yan, Yiming Zhao +13Image GenerationText-To-Image

  9. STARFlow2: Bridging Language Models and Normalizing Flows for Unified Multimodal Generation

    May 8, 2026Ying Shen, Tianrong Chen, Yuan Gao +6Multimodal GenerationUnified Multimodal Models

  10. HEART: Hyperspherical Embedding Alignment via Kent-Representation Traversal in Diffusion Models

    May 8, 2026Arani Roy, Shristi Das Biswas, Kaushik RoyText-To-Image Diffusion ModelsHyperbolic Space

  11. Stochastic Transition-Map Distillation for Fast Probabilistic Inference

    May 8, 2026George Rapakoulias, Peter Garud, Lingjiong Zhu +1Stochastic Differential EquationsImage Generation

  12. ReasonEdit: Towards Interpretable Image Editing Evaluation via Reinforcement Learning

    May 8, 2026Honghua Chen, Zitong Xu, Huiyu Duan +3Image EditingText-To-Image

  13. OrchJail: Jailbreaking Tool-Calling Text-to-Image Agents by Orchestration-Guided Fuzzing

    May 8, 2026Jianming Chen, Yawen Wang, Junjie Wang +3JailbreaksFuzzing

  14. InsHuman: Towards Natural and Identity-Preserving Human Insertion

    May 8, 2026Jie Li, Shulian Zhang, Yangyang Gao +4PortraitsLarge-Scale Image Generation

  15. Beyond the False Trade-off: Adaptive EWC for Stealthy and Generalizable T2I Backdoors

    May 8, 2026Lu Bowen, Xinyu Tang, Yin Yin Low +1Backdoor AttacksAttention-Guided Transunet

  16. CASCADE: Context-Aware Relaxation for Speculative Image Decoding

    May 8, 2026Selin Yildirim, Subhajit Dutta Chowdhury, Mohammad Mahdi Kamani +2Speculative DecodingAutoregressive Image Generation

  17. HyperTransport: Amortized Conditioning of T2I Generative Models

    May 7, 2026Valentino Maiorca, Eleonora Gualdoni, Xavier Suau +3Activation SteeringStable Transport

  18. GlazyBench: A Benchmark for Ceramic Glaze Property Prediction and Image Generation

    May 7, 2026Ziyu Zhai, Siyou Li, Juexi Shao +1Image GenerationGenerative Models

  19. Diverse Sampling in Diffusion Models with Marginal Preserving Particle Guidance

    May 7, 2026Gal Vinograd, Idan Achituve, Ethan FetayaDiversityDivergence

  20. FREPix: Frequency-Heterogeneous Flow Matching for Pixel-Space Image Generation

    May 7, 2026Mingfeng Lin, Jiakun Chen, Liang Han +1Large-Scale Image GenerationImage Generation

  21. SwiftI2V: Efficient High-Resolution Image-to-Video Generation via Conditional Segment-wise Generation

    May 7, 2026YaoYang Liu, Yuechen Zhang, Wenbo Li +3Large-Scale Image GenerationConsumer Graphics Processing Units

  22. Eulerian Motion Guidance: Robust Image Animation via Bidirectional Geometric Consistency

    May 7, 2026Thong Nguyen, Khoi M. Le, Cong-Duy Nguyen +3Pre-Trained Video Diffusion ModelsOptical Flow

  23. DynT2I-Eval: A Dynamic Evaluation Framework for Text-to-Image Models

    May 7, 2026Juntong Wang, Jiarui Wang, Huiyu Duan +3Text-To-ImageEvaluation Benchmarks

  24. AI-Generated Images: What Humans and Machines See When They Look at the Same Image

    May 7, 2026Silvia Poletti, Justin Ilyes, Marcel Hasenbalg +2Ai-Generated Image DetectionGenerative Artificial Intelligence

  25. T2I-VeRW: Part-level Fine-grained Perception for Text-to-Image Vehicle Retrieval

    May 7, 2026Xiao Wang, Ziwen Wang, Weizhe Kong +5Re-IdentificationComposed Image Retrieval

  26. Leveraging Image Generators to Address Training Data Scarcity: The Gen4Regen Dataset for Forest Regeneration Mapping

    May 7, 2026Gabriel Jeanson, David-Alexandre Duclos, William Larrivée-Hardy +5Forest InventoryImage Generation

  27. Text-to-CAD Retrieval: a Strong Baseline

    May 7, 2026Honghu Pan, Zibo Du, Daxiang Liu +2Text-To-CadComputer-Aided Design

  28. Taming Outlier Tokens in Diffusion Transformers

    May 6, 2026Xiaoyu Wu, Yifei Wang, Tsu-Jui Fu +3Multimodal Diffusion TransformersVision Transformer

  29. Advancing Aesthetic Image Generation via Composition Transfer

    May 6, 2026Kai Zou, Zhiwei Zhao, Bin Liu +1Image GenerationComposed Image Retrieval

  30. From Diffusion to Rectified Flow: Rethinking Text-Based Segmentation

    May 6, 2026Zishen Qu, Xuesong Li, Haijian Gu +5Few-Shot SegmentationText-To-Image Diffusion Models

  31. Intermediate Representations are Strong AI-Generated Image Detectors

    May 5, 2026Zhenhan Huang, Pin-Yu Chen, Tejaswini Pedapati +1Ai-Generated Image DetectionDetection Framework

  32. Large Language Models are Universal Reasoners for Visual Generation

    May 5, 2026Sucheng Ren, Chen Chen, Zhenbang Wang +5Text-To-ImageVisual Generation

  33. JoyAI-Image: Awaking Spatial Intelligence in Unified Multimodal Understanding and Generation

    May 5, 2026Lin Song, Wenbo Li, Guoqing Ma +16Universal MultimodalText-To-Image

  34. Semantic-Structural Alignment for Generative Pictorial Charts

    May 5, 2026Zhida Sun, Yulin Zhang, Zheng Gu +4ChartVisual Generation

  35. DirectEdit: Step-Level Accurate Inversion for Flow-Based Image Editing

    May 4, 2026Desong Yang, Mang YeDiffusion EditingText-To-Image

  36. SwiftPie: Lightning-fast Subject-driven Image Personalization via One step Diffusion

    May 2, 2026Huy Duong, Trong-Tung Nguyen, Cuong Pham +3Large-Scale Image GenerationText-To-Image

  37. Disciplined Diffusion: Text-to-Image Diffusion Model against NSFW Generation

    May 1, 2026Chi Zhang, Changjia Zhu, Xiaowen Li +2Text-To-Image Diffusion ModelsSafety Filters

  38. Let ViT Speak: Generative Language-Image Pre-training

    May 1, 2026Yan Fang, Mengcheng Lan, Zilong Huang +7Large Vision Language ModelsVision Encoders

  39. Colorful-Noise: Training-Free Low-Frequency Noise Manipulation for Color-Based Conditional Image Generation

    May 1, 2026Nadav Z. Cohen, Ofir Abramovich, Ariel ShamirText-To-Image Diffusion ModelsLow-Frequency Cues

  40. When Do Diffusion Models learn to Generate Multiple Objects?

    Apr 30, 2026Yujin Jeong, Arnas Uselis, Iro Laina +2Text-To-Image Diffusion ModelsDiscrete Diffusion Model

  41. Representation Fréchet Loss for Visual Generation

    Apr 30, 2026Jiawei Yang, Zhengyang Geng, Xuan Ju +2Fréchet Inception DistanceVisual Generation

  42. Visual Generation in the New Era: An Evolution from Atomic Mapping to Agentic World Modeling

    Apr 30, 2026Keming Wu, Zuhao Yang, Kaichen Zhang +24Visual GenerationLarge-Scale Video Generation Models

  43. Frequency-Aware Semantic Fusion with Gated Injection for AI-generated Image Detection

    Apr 30, 2026Shuchang Zhou, Shangkun Wu, Jiwei Wei +4Ai-Generated Image DetectionVision Foundation Models

  44. Leveraging Verifier-Based Reinforcement Learning in Image Editing

    Apr 30, 2026Hanzhong Guo, Jie Wu, Jie Liu +6Image EditingText-To-Image

  45. COHERENCE: Benchmarking Fine-Grained Image-Text Alignment in Interleaved Multimodal Contexts

    Apr 30, 2026Bingli Wang, Huanze Tang, Haijun Lv +5Multi-Modal Large Language ModelsVideo-Text Alignment

  46. SpatialFusion: Endowing Unified Image Generation with Intrinsic 3D Geometric Awareness

    Apr 29, 2026Haiyi Qiu, Kaihang Pan, Jiacheng Li +33D Generative ModelsLarge-Scale Image Generation

  47. Refinement via Regeneration: Enlarging Modification Space Boosts Image Refinement in Unified Multimodal Models

    Apr 28, 2026Jiayi Guo, Linqing Wang, Jiangshan Wang +6Text-To-ImageUnified Multimodal Models

  48. Assessing the Geographic Diversity of AI's Platial Representations in Image Generation

    Apr 28, 2026Zilong Liu, Krzysztof Janowicz, Mina KarimiDiversityImage Generation

  49. DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing

    Apr 28, 2026Hanqing Yang, Qiang Zhou, Yongchao Du +6Image EditingLarge-Scale Image Generation

  50. GPT-Image-2 in the Wild: A Twitter Dataset of Self-Reported AI-Generated Images from the First Week of Deployment

    Apr 28, 2026Kidus Zewde, Simiao Ren, Xingyu Shen +6Ai-Generated Image DetectionVision Datasets

  51. Benchmarking Layout-Guided Diffusion Models through Unified Semantic-Spatial Evaluation in Closed and Open Settings

    Apr 28, 2026Luca Parolari, Nicla Faccioli, Lamberto BallanText-To-Image Diffusion ModelsText-To-Image

  52. Golden RPG: Confidence-Adaptive Region-Aware Noise for Compositional Text-to-Image Generation

    Apr 28, 2026Hao LiText-To-ImageCross-Attention

  53. The Thinking Pixel: Recursive Sparse Reasoning in Multimodal Diffusion Latents

    Apr 28, 2026Yuwei Sun, Yuxuan Yao, Hui Li +1Text-To-Image Diffusion ModelsDiscrete Diffusion Model

  54. When the Forger Is the Judge: GPT-Image-2 Cannot Recognize Its Own Faked Documents

    Apr 28, 2026Jiaqi Wu, Yuchen Zhou, Dennis Tsang Ng +5Deepseek-OcrSingle Images

  55. ResetEdit: Precise Text-guided Editing of Generated Image via Resettable Starting Latent

    Apr 28, 2026Hanyi Wang, Han Fang, Zheng Wang +2Diffusion EditingImage Generation

  56. Meta-CoT: Enhancing Granularity and Generalization in Image Editing

    Apr 27, 2026Shiyi Zhang, Yiji Cheng, Tiankai Hang +8Image EditingLarge-Scale Image Generation

  57. TextGround4M: A Prompt-Aligned Dataset for Layout-Aware Text Rendering

    Apr 27, 2026Dongxing Mao, Yilin Wang, Linjie Li +2Text-To-ImageText Generation

  58. Seeing Is No Longer Believing: Frontier Image Generation Models, Synthetic Visual Evidence, and Real-World Risk

    Apr 27, 2026Shuai Wu, Xue Li, Yanna Feng +3Synthetic Image DetectionImage Generation

  59. ServImage: An Image Generation and Editing Benchmark from Real-world Commercial Imaging Services

    Apr 27, 2026Fengxian Ji, Jingpu Yang, Zirui Song +5Image GenerationSingle Images

  60. Oracle Noise: Faster Semantic Spherical Alignment for Interpretable Latent Optimization

    Apr 26, 2026Haosen Li, Wenshuo Chen, Lei Wang +3Video-Text AlignmentText-To-Image Diffusion Models