T2I Generation

T2I: Text-to-Image

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23 papers in the last four weeks, up 156% on the four weeks before. 0.2% of all new papers.

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  1. UDM-GRPO: Stable and Efficient Group Relative Policy Optimization for Uniform Discrete Diffusion Models

    Apr 20, 2026Jiaqi Wang, Haoge Deng, Ting Pan +5T2I GenerationGroup Relative Policy Optimization

    Beijing University of Posts and Telecommunications · Beijing Academy of Artificial Intelligence

  2. Long-Text-to-Image Generation via Compositional Prompt Decomposition

    Apr 20, 2026Jen-Yuan Huang, Tong Lin, Yilun DuT2I GenerationCompositional T2I Generation

    Peking University · State Key Laboratory of General Artificial Intelligence, School of Intelligence Science and Technology. · Harvard University

  3. Extending One-Step Image Generation from Class Labels to Text via Discriminative Text Representation

    Apr 20, 2026Chenxi Zhao, Chen Zhu, Xiaokun Feng +6Flow MatchingRepresentation Learning

    College of Computer Science, Nankai University · AMAP, Alibaba Group

  4. Embedding Arithmetic: A Lightweight, Tuning-Free Framework for Post-hoc Bias Mitigation in Text-to-Image Models

    Apr 20, 2026Venkatesh Thirugnana Sambandham, Torsten SchönT2I GenerationAlgorithmic Bias

    AIMotion Bavaria, Technische Hochschule Ingolstadt, Esplanade 10, 85049 Ingolstadt, Germany

  5. SciDraw-6K: A Multilingual Scientific Illustration Dataset Generated by Google Gemini

    Apr 19, 2026Davie ChenScientific VisualizationSynthetic Data Generation

    University of Arts in Pozna´n

  6. Text2Arch: A Dataset for Generating Scientific Architecture Diagrams from Natural Language Descriptions

    Apr 16, 2026Shivank Garg, Sankalp Mittal, Manish GuptaT2I Generation

    IIT Roorkee, India · Google, India · Microsoft, India

  7. UniRect-CoT: Enhancing Generation in Unified Multimodal Models via Reflective Rectification with Inherent Understanding

    Apr 15, 2026Yibo Jiang, Tao Wu, Rui Jiang +4Diffusion Model GuidanceUnified Multimodal Models

    School of Software Technology, Zhejiang University · College of Computer Science and Technology, Zhejiang University

  8. Generative Refinement Networks for Visual Synthesis

    Apr 14, 2026Jian Han, Jinlai Liu, Jiahuan Wang +2Text-to-Video GenerationT2I Generation

    ByteDance

  9. Training-Free Refinement of Flow Matching with Divergence-based Sampling

    Apr 6, 2026Yeonwoo Cha, Jaehoon Yoo, Semin Kim +3Flow MatchingT2I Generation

    KAIST

  10. Naïve PAINE: Lightweight Text-to-Image Generation Improvement with Prompt Evaluation

    Mar 12, 2026Joong Ho Kim, Nicholas Thai, Souhardya Saha Dip +2T2I GenerationT2I Generation Evaluation

    LSU ATHENA Lab, Baton Rouge, LA, U.S.A. · LSU Vision Lab, Baton Rouge, LA, U.S.A.

  11. Delta-K: Boosting Multi-Instance Generation via Cross-Attention Augmentation

    Mar 10, 2026Zitong Wang, Zijun Shen, Haohao Xu +2Diffusion Model GuidanceT2I Generation

    School of Software Engineering, Sun Yat-sen University · Nanjing University · College of Management and Economics, Tianjin University

  12. Accelerating Masked Image Generation by Learning Controlled Latent Dynamics

    Feb 27, 2026Kaiwen Zhu, Quansheng Zeng, Yuandong Pu +9Latent Dynamics ModelingT2I Generation

    Shanghai Jiao Tong University Shanghai, China · Shanghai AI Laboratory Shanghai, China · Shanghai Innovation Institute Shanghai, China +6

  13. Rethinking the Design Space of Reinforcement Learning for Diffusion Models: On the Importance of Likelihood Estimation Beyond Loss Design

    Feb 4, 2026Jaemoo Choi, Yuchen Zhu, Wei Guo +6T2I GenerationDiffusion Model Fine-Tuning

    Georgia Institute of Technology · National University of Singapore · Nanjing university.

  14. GRAN-TED: Generating Robust, Aligned, and Nuanced Text Embedding for Diffusion Models

    Dec 17, 2025Bozhou Li, Sihan Yang, Yushuo Guan +6Text Embedding EvaluationT2I Generation

    Peking University · Kling Team, Kuaishou Technology · Xi’an Jiaotong University +1

  15. Dynamic Image Prompt Adapter for Scalable Zero-shot Personalized Text-to-Image Generation

    Dec 10, 2025Zhizhong Wang, Tianyi Chu, Zeyi Huang +2Subject-Driven Image GenerationT2I Generation

    Central Media Technology Institute, Huawei

  16. Anchor to Expand: Semantic Anchoring for Personalized Text-to-Image Diffusion Models

    Nov 27, 2025Seoyun Yang, Gihoon Kim, Taesup KimSubject-Driven Image GenerationT2I Generation

    Graduate School of Data Science, Seoul National University

  17. RubricRL: Simple Generalizable Rewards for Text-to-Image Generation

    Nov 25, 2025Xuelu Feng, Yunsheng Li, Ziyu Wan +4Reward ModelingT2I Generation

    University at Buffalo · Microsoft AI · Nikola Tesla STEM High School

  18. Diversifying Long Prompt Image Generation through Structured Prompt Embedding Space Sampling

    Nov 25, 2025Bo-Kai Ruan, Teng-Fang Hsiao, Ling Lo +2T2I GenerationDiffusion Models

    National Yang Ming Chiao Tung University

  19. TPSO: Training-Free Diverse Image Generation via Semantic Prompt Embedding Optimization

    Nov 25, 2025Debin Meng, Chen Jin, Zheng Gao +3T2I GenerationT2I Diffusion Models

    Queen Mary University of London · Centre for AI, AstraZeneca, UK · University of Bedfordshire +1

  20. Inference-Time Optimization of Prompt Embeddings in Diffusion Models: A Comparison of sep-CMA-ES and Adam

    Nov 5, 2025Domício Pereira Neto, João Correia, Penousal MachadoT2I GenerationDiffusion Models

    University of Coimbra Coimbra, Portugal

  21. SRUM: Fine-Grained Self-Rewarding for Unified Multimodal Models

    Oct 14, 2025Weiyang Jin, Yuwei Niu, Jiaqi Liao +4Unified Multimodal ModelsT2I Generation

    HKU MMLab · The University of Hong Kong · Shenzhen Loop Area Institute +2

  22. Advantage Weighted Matching: Aligning RL with Pretraining in Diffusion Models

    Sep 29, 2025Shuchen Xue, Chongjian Ge, Shilong Zhang +2Score MatchingDiffusion Model Alignment

    UCAS · Adobe Research · HKU +1

  23. Rethinking Visual Autoregressive Sampling with Information-Grounding Guidance

    Sep 28, 2025Ky Dan Nguyen, Hoang Lam Tran, Anh-Dung Dinh +4Visual Autoregressive ModelsConditional Image Generation

    The University of Sydney, Sydney, New South Wales, Australia · The University of Western Australia, Perth, Western Australia, Australia

  24. Test-time Prompt Refinement for Text-to-Image Models

    Jul 22, 2025Mohammad Abdul Hafeez Khan, Yash Jain, Siddhartha Bhattacharyya +1Text-Image AlignmentT2I Generation

    Florida Institute of Technology, USA · Microsoft Research, USA

  25. AI's Blind Spots: Geographic Knowledge and Diversity Deficit in Generated Urban Scenario

    Jun 20, 2025Ciro Beneduce, Massimiliano Luca, Bruno LepriT2I GenerationT2I Generation Evaluation

    * Bruno Kessler Foundation · **University of Trento

  26. ISAC: Training-Free Instance-to-Semantic Attention Control for Multi-Instance Generation

    May 27, 2025Sanghyun Jo, Wooyeol Lee, Ziseok Lee +3Diffusion Model GuidanceT2I Generation

    OGQ, Seoul, Korea · Seoul National University, Seoul, Korea

  27. PersGuard: Preventing Malicious Personalization in Text-to-Image Diffusion Models via Model Backdoors

    Feb 22, 2025Xinwei Liu, Xiaojun Jia, Yuan Xun +2T2I GenerationT2I Diffusion Models

    Institute of Information Engineering, Chinese Academy of Sciences, Beijing 100093, China · School of Cyber Security, University of Chinese Academy of Sciences, Beijing 100049, China · BraneMatrix AI, Shanghai 201203, China +1

  28. Comprehensive Assessment and Analysis for NSFW Content Erasure in Text-to-Image Diffusion Models

    Feb 18, 2025Die Chen, Zhiwen Li, Cen Chen +5T2I GenerationConcept Erasure

    East China Normal University

  29. MMTryon: Multi-Modal Multi-Reference Control for High-Quality Fashion Generation

    May 1, 2024Xujie Zhang, Ente Lin, Michael Kampffmeyer +6Virtual Try-OnT2I Generation

    Shenzhen Campus of Sun Yat-sen University, China · Tsinghua University · UiT The Arctic University of Norway and the Norwegian Computing Center +1

  30. Unified Text-Image Generation with Weakness-Targeted Post-Training

    Date pendingJiahui Chen, Philippe Hansen-Estruch, Xiaochuang Han +7Unified Multimodal ModelsT2I Generation

    FAIR at Meta · University of Texas, Austin · Work done at Meta +2