T2I Diffusion Models

T2I: Text-to-Image

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35 papers in the last four weeks, up 169% on the four weeks before. 0.3% of all new papers.

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  1. EquiSteer: Cross-Attention Steering Towards a Fairer Text-Guided Image Generation

    Jul 1, 2026Tatiana Gaintseva, Akshit Achara, Gregory Slabaugh +2Cross-AttentionT2I Generation

    Queen Mary University of London, UK · Huawei Noah’s Ark, UK · King’s College London, UK +1

  2. Training-Free Debiasing of Diffusion Models via CLIP-Guided Denoising Optimization

    Jul 1, 2026Dain Kim, Jinseo Kim, Sungyong BaikDiffusion Model GuidanceText Embeddings

    Dept. of Artificial Intelligence, Hanyang University, South Korea · Dept. of Data Science, Hanyang University, South Korea

  3. The Illusion of High Utility in Safety Alignment of Text-to-Image Diffusion Models

    Jul 1, 2026Adeel Yousaf, Soumik Ghosh, James Beetham +2Diffusion Model AlignmentRepresentation Learning

    Institute of Artificial Intelligence University of Central Florida, Orlando, United States

  4. DriftScope: Measuring The Hidden Effects of Diffusion Model Adaptation

    Jun 30, 2026Héctor Laria, Yiping Han, Julian D. Santamaria +4Diffusion Model UnlearningMachine Unlearning

    Computer Vision Center, Barcelona, Spain · Universitat Autonoma de Barcelona, Barcelona, Spain · Program of Computer Science, City University of Hong Kong (Dongguan), China +1

  5. Quality-Aware Modulation for Diffusion Transformers

    Jun 29, 2026Luke Budny, Yuhong Guo, Kevin CheungDiffusion TransformerT2I Diffusion Models

    Carleton University

  6. Nemotron-Labs-Diffusion-Image: Advancing Masked Discrete Diffusion for High-Resolution Image Synthesis

    Jun 29, 2026Shufan Li, Greg Heinrich, Hanrong Ye +4Masked Diffusion ModelsT2I Diffusion Models

    NVIDIA

  7. Concept Removal Guidance: Evidence-Calibrated Negative Guidance for Safe Diffusion Sampling

    Jun 29, 2026Yoonseok Choi, Chaeyoung Oh, Hyunjun Choi +2Diffusion Model GuidanceDiffusion Guidance

    Kim Jaechul Graduate School of AI, KAIST, Daejeon, Republic of Korea · Center for Humanoid Research, KIST, Seoul, Republic of Korea

  8. Attention Dynamics in Diffusion Models: A Visual Analytics Framework for Human-AI Collaboration

    Jun 28, 2026Yiran Xiao, George LegradyCross-AttentionT2I Diffusion Models

    University of California, Santa Barbara

  9. Mural: Transferring LLM knowledge to image generation via Mixture-of-Transformers

    Jun 27, 2026Achin Jain, Jie An, Siddharth Chaudhary +1T2I GenerationCompositional T2I Generation

    Amazon AGI

  10. Class-frequency Guided Noise Schedule for Diffusion Models

    Jun 26, 2026Jiequan Cui, Beier Zhu, Qingshan Xu +3Image GenerationScore-Based Generative Modeling

    Hefei University of Technology. · University of Science and Technology of China. · The University of Hong Kong. +2

  11. Qwen-Image-2.0-RL Technical Report

    Jun 25, 2026Yixian Xu, Kaiyuan Gao, Yuxiang Chen +25Reward ModelingRL for Diffusion Models

    Equal contribution. · Corresponding author.

  12. JuZhou 1.0 Technical Report: The First Edge-Native Text-to-Image Foundation Model Trained Entirely on China-Developed AI Accelerators

    Jun 25, 2026Ce Chen, Congrui Wang, Yonglin Li +20T2I GenerationDiffusion Model Inference Acceleration

    JuZhou Team, HSW Group

  13. TMP: Tree-structured Mixed-policy Pruning for Large-scale Image Generation and Editing

    Jun 25, 2026Peizhen Zhang, Yang Li, Xunsong Li +10Model CompressionDiffusion-Based Image Generation

    Multimodal Model Department, Tencent

  14. Token-to-Token Alignment of Text Embeddings for Semantic Blending

    Jun 22, 2026Saar Huberman, Ron Mokady, Or Patashnik +1T2I Diffusion Models

    1Tel Aviv University · 2BRIA AI

  15. PG-MAP: Joint MAP Optimization for Inference-Time Alignment of Diffusion and Flow-Matching Models

    Jun 22, 2026Ruolan Sun, Pawel PolakDiffusion Model AlignmentInference-Time Language Model Alignment

    Stony Brook University

  16. MythraGen: Two-Stage Retrieval Augmented Art Generation Framework

    Jun 22, 2026Quang-Khai Le, Cong-Long Nguyen, Minh-Triet Tran +1T2I GenerationImage Generation

    University of Science, Ho Chi Minh city, Vietnam · Vietnam National University, Ho Chi Minh city, Vietnam

  17. SeFi-Image: A Text-to-Image Foundation Model with Semantic-First Diffusion

    Jun 21, 2026Ruoyu Feng, Jinming Liu, Yuqi Wang +7Latent Diffusion ModelsT2I Generation

    SeFi Team

  18. Adversarial Domain Prompt Tuning and Generation for Single Domain Generalization

    Jun 19, 2026Zhipeng Xu, De Cheng, Xinyang Jiang +3Synthetic Data AugmentationAdversarial Prompt Generation

    Xidian University · Microsoft Research Asia · Chongqing University of Posts and Telecommunications

  19. ELDiff: When Evidential Learning Meets Text-to-Image Diffusion

    Jun 18, 2026Qingtao Pan, Kai Ye, Zhihao Dou +2T2I GenerationCompositional T2I Generation

    Shandong University, Jinan, Shandong, China · Case Western Reserve University, Cleveland, OH, USA

  20. NAMESAKES: Probing Identity Memorization in Text-to-Image Models

    Jun 18, 2026Morris Alper, Vasudha Varadarajan, Moran Yanuka +2Memorization in Generative ModelsT2I Generation Evaluation

    Carnegie Mellon University · Tel Aviv University · Cornell University

  21. STAR: SpatioTemporal Adaptive Reward Allocation for Text-to-Image RL Post-Training

    Jun 16, 2026Jinjie Shen, Wei Deng, Xian Hu +2Diffusion Model AlignmentCompositional T2I Generation

  22. Redirecting the Flow: Image Customization through Attention Distribution Shift

    Jun 15, 2026Jie Li, Suorong Yang, Jian Zhao +1Diffusion Model GuidanceSubject-Driven Image Generation

    State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China · School of Computer Science, Nanjing University, Nanjing, China · School of Electronic Science and Engineering, Nanjing University, Nanjing, China +1

  23. Structure-Semantic Co-optimized Latent Diffusion Model for Fast Visual Anagram Synthesis

    Jun 15, 2026Xiang Gao, Yunpeng JiaLatent Diffusion ModelsImage Generation

    School of Digital Media and Design Arts Beijing University of Posts and Telecommunications

  24. Unlocking Diffusion Hierarchies: Adaptive Timestep Selection for Zero-Shot Segmentation

    Jun 14, 2026Ramin Nakhli, Mahesh Ramachandran, Luca BallanSemantic SegmentationT2I Diffusion Models

    Google

  25. Show the Signal, Hide the Noise: Spectral Forcing for Pixel-Space Diffusion

    Jun 13, 2026Weichen Fan, Haiwen Diao, Penghao Wu +1Pixel-Space Diffusion ModelsDiffusion-Based Image Generation

    1S-Lab, Nanyang Technological University

  26. RepFusion: Leveraging Multimodal Priors for Denoising in Representation Space

    Jun 12, 2026Xichen Pan, Aashu Singh, Satya Narayan Shukla +3T2I Diffusion ModelsDiffusion Models

    Meta AI · New York University · Work done at Meta

  27. ForceForget: Reinforcement Concept Removal for Enhancing Safety in Text-to-Image Models

    Jun 12, 2026Dong Han, Yong LiSafe T2I GenerationAI Safety

    Huawei Heisenberg Research Center, Huawei Technologies Düsseldorf GmbH, Düsseldorf, Germany · Computer Vison Group, Friedrich Schiller University Jena, Jena, Germany.

  28. Compressing Image Style Training into a Single Model Forward

    Jun 11, 2026Zhongjie Duan, Yingda ChenImage Style TransferLow-Rank Adaptation

    ModelScope Team, Alibaba Group

  29. Modality Forcing for Scalable Spatial Generation

    Jun 11, 2026Bardienus Pieter Duisterhof, Deva Ramanan, Jeffrey Ichnowski +2Diffusion TransformerMonocular Depth Estimation

    Carnegie Mellon University · World Labs

  30. EPIG: Emotion-Based Prompting for Personalised Image Generation

    Jun 11, 2026Emna Othmen, Mohamed Yassine Landolsi, Lotfi Ben RomdhaneConditional Image GenerationPrompt Optimization for T2I Generation

    MARS Research Lab LR17ES05, ISITCom, University of Sousse, Sousse, Tunisia.