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. TerraDiT: Point-Conditioned Diffusion Transformer for Satellite Image Synthesis

    Mar 2, 2026Srikumar Sastry, Dan Cher, Brian Wei +4Diffusion TransformerControllable Image Generation

    Washington University, St. Louis MO 63130, USA

  2. When Pretty Isn't Useful: Investigating Why Modern Text-to-Image Models Fail as Reliable Training Data Generators

    Feb 23, 2026Krzysztof Adamkiewicz, Brian Bernhard Moser, Stanislav Frolov +3Synthetic-to-Real Domain AdaptationDistribution Shift

    1RPTU University Kaiserslautern-Landau, Kaiserslautern, Germany · 2German Research Center for Artificial Intelligence (DFKI), Kaiserslautern, Germany

  3. ELROND: Exploring and decomposing intrinsic capabilities of diffusion models

    Feb 10, 2026Paweł Skierś, Emilia Kaczmarczyk, Tomasz Trzciński +1Diffusion ModelsT2I Diffusion Models

    Warsaw University of Technology · IDEAS Research Institute

  4. From Concept Erasure to Style Purification: Contrastive Eigenbases for Artist Style Protection

    Feb 8, 2026Tong Zhang, Ru Zhang, Jianyi LiuConcept ErasureT2I Diffusion Models

    Beijing University of Posts and Telecommunications, School of Cyberspace Security, Beijing, 100876

  5. TexTailor: Inference-Time Textual Guidance Tailoring for Multimodal Diffusion Transformers

    Jan 5, 2026Binglei Li, Mengping Yang, Zhiyu Tan +2Diffusion TransformerCompositional T2I Generation

    Fudan University, Shanghai 200433, China · Shanghai Academy of AI for Science, Shanghai 200030, China · Shanghai Innovation Institute, Shanghai 200030, China

  6. Direct Diffusion Score Preference Optimization via Stepwise Contrastive Policy-Pair Supervision

    Dec 29, 2025Dohyun Kim, Seungwoo Lyu, Seung Wook Kim +1Diffusion Model AlignmentDiffusion Model Fine-Tuning

    Dept. of CSE, Korea University · 2NVIDIA

  7. MixFlow Training: Alleviating Exposure Bias with Slowed Interpolation Mixture

    Dec 22, 2025Hui Li, Fu-Yun Wang, Haoyuan Xia +4Diffusion Model Fine-TuningDiffusion-Based Image Generation

    Shanghai Innovation Institute · Fudan University · Shanghai Academy of AI for Science +2

  8. Text-Conditioned Background Generation for Editable Multi-Layer Documents

    Dec 19, 2025Taewon Kang, Joseph K J, Chris Tensmeyer +4Diffusion-Based Image EditingT2I Diffusion Models

    University of Maryland at College Park, United States · Adobe Research, United States

  9. 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

  10. 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

  11. Locality-Aware Continual Unlearning for Diffusion Models

    Dec 2, 2025Naveen George, Naoki Murata, Yuhta Takida +2Diffusion Model UnlearningMachine Unlearning

    Indian Institute of Technology Hyderabad, India · Sony AI, Japan · Sony Group Corporation, Japan

  12. Z-Image: An Efficient Image Generation Foundation Model with Single-Stream Diffusion Transformer

    Nov 27, 2025Z-Image Team, Huanqia Cai, Sihan Cao +21Diffusion TransformerDiffusion Model Inference Acceleration

    Z-Image Team, Alibaba Group

  13. 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

  14. SONIC: Spectral Optimization of Noise for Inpainting with Consistency

    Nov 25, 2025Seungyeon Baek, Erqun Dong, Shadan Namazifard +2Diffusion Model InversionImage Inpainting

    University of British Columbia, Canada · Google DeepMind, USA

  15. 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

  16. Rethinking Robust Adversarial Concept Erasure in Diffusion Models

    Oct 31, 2025Qinghong Yin, Yu Tian, Heming Yang +5Adversarial RobustnessConcept Erasure

    Beijing University of Posts and Telecommunications, China · University of Chinese Academy of Sciences, China · Nanjing University of Aeronautics and Astronautics, China

  17. FreeFuse: Multi-Subject LoRA Fusion via Adaptive Token-Level Routing at Test Time

    Oct 27, 2025Yaoli Liu, Yao-Xiang Ding, Kun ZhouSubject-Driven Image GenerationCompositional T2I Generation

    State Key Laboratory of CAD&CG Zhejiang University · Zhejiang University

  18. UltraImageGen: Efficient Ultra-High-Resolution Image Generation with Hierarchical Local Attention

    Oct 18, 2025Yuyao Zhang, Yu-Wing TaiImage GenerationDiffusion Model Inference Acceleration

    Dartmouth College, USA

  19. DC-Gen: Post-Training Diffusion Acceleration with Deeply Compressed Latent Space

    Sep 29, 2025Wenkun He, Yuchao Gu, Junyu Chen +11Diffusion Model Fine-TuningDiffusion Model Inference Acceleration

  20. Lavida-O: Elastic Large Masked Diffusion Models for Unified Multimodal Understanding and Generation

    Sep 23, 2025Shufan Li, Jiuxiang Gu, Kangning Liu +4Masked Diffusion ModelsUnified Multimodal Models

    Adobe · UCLA

  21. Detail++: Training-Free Detail Enhancer for T2I Diffusion Models

    Jul 23, 2025Lifeng Chen, Jiner Wang, Zihao Pan +3Diffusion Model GuidanceCompositional T2I Generation

    AGI Lab, Westlake University · Nanyang Technological University

  22. LoRAShield: Data-Free Editing Alignment for Secure Personalized LoRA Sharing

    Jul 5, 2025Jiahao Chen, Junhao Li, Yiming Wang +6Diffusion Model AlignmentT2I Diffusion Models

    Zhejiang University College of Computer Science and Technology Hangzhou, China · Guizhou Medical University School of Biology and Engineering Guiyang, China · Zhejiang University School of Software Technology Ningbo, China +1

  23. 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

  24. TraceMark-LDM: Authenticatable Watermarking for Latent Diffusion Models via Binary-Guided Rearrangement

    Mar 30, 2025Wenhao Luo, Zhangyi Shen, Ye Yao +3Diffusion Model WatermarkingLatent Diffusion Models

    Hangzhou Dianzi University, Hangzhou, ZJ 310018, China · Nanchang University, Nanchang, JX 330031, China · School of Computer Science and Technology, Harbin Institute of Technology, Harbin 150001, China +1

  25. CompArt: Operationalizing Aesthetic Alignment in Text-to-Image Generation via Principles of Art

    Mar 15, 2025Zhe Jin, Tat-Seng ChuaImage GenerationCompositional Image Generation

    National University of Singapore Singapore

  26. 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

  27. 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

  28. DICE: Distilling Classifier-Free Guidance into Text Embeddings

    Feb 6, 2025Zhenyu Zhou, Defang Chen, Can Wang +2Diffusion Model AlignmentDiffusion Model Guidance

    Zhejiang University, State Key Laboratory of Blockchain and Data Security · University at Buffalo, State University of New York

  29. SimAC: A Simple Anti-Customization Method for Protecting Face Privacy against Text-to-Image Synthesis of Diffusion Models

    Dec 13, 2023Feifei Wang, Zhentao Tan, Tianyi Wei +2Adversarial AttacksT2I Diffusion Models

    University of Science and Technology of China · Alibaba Cloud

  30. TextAlign: Preference Alignment for Text Rendering with Hierarchical Rewards

    Date pendingMingxuan Cui, Jingpu Yang, Fengxian Ji +7Diffusion Model AlignmentReward Modeling

    Mohamed bin Zayed University of Artificial Intelligence · Chinese Academy of Sciences Institute of Automation · Northeastern University +1