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. CARE: Condition-Aware Representation Regularization for Diffusion Models

    Sep 23, 2026Fengjia Guo, Zhuoyi Yang, Jie TangConditional Image GenerationConditional Diffusion Models

    Department of Computer Science and Technology, Tsinghua University, Beijing, China.

  2. Beyond Emotion Prompts: Fine-Grained Text-to-Image Generation Driven by Valence-Arousal-Dominance

    Sep 21, 2026Minglang Li, Yueyue Fang, Xieping GaoConditional Image GenerationControllable Image Generation

    College of Information Science and Engineering Hunan Normal University, Changsha, China

  3. Paint-Anything: Unified Any-Color Control for Image Generation and Editing

    Sep 17, 2026Ji Xie, Dewei Zhou, Xinyu Huang +2Text-Guided Image EditingImage Editing

    ByteDance Seed · Zhejiang University · Nanjing University

  4. Newer Is Not Fairer: Gender Stereotyping in Text-to-Image AI Across Model Generations

    Sep 16, 2026Shesh Narayan Gupta, Nik Bear BrownT2I GenerationDemographic Bias in T2I Models

    College of Engineering, Northeastern University, Boston, MA 02115, USA

  5. Efficient Text-to-Image Generation: An Adaptive Step Schedule Controller for Diffusion Models

    Sep 15, 2026Kuluhan Binici, Cihan Acar, Shivam Aggarwal +2Diffusion Model SamplingDiffusion Timestep Scheduling

    1SAP · 2National University of Singapore · Institute for Infocomm Research (I2R), A*STAR, Singapore

  6. Certifying Concept Unlearning in Text-to-Image Diffusion Models

    Sep 14, 2026Mansi, Luca Marzari, Francesco LeofanteDiffusion Model UnlearningConcept Erasure

    Imperial College London · TU Wien

  7. GRACE: Adaptive Concept Erasure with Geometry-Guided Retention in Diffusion Models

    Sep 14, 2026Qinghui Gong, Yihuai Liang, Yuanlun Xie +3Diffusion Model Fine-TuningDiffusion Model Unlearning

    School of Information Science and Technology, Southwest Jiaotong University, Chengdu 611756, China · School of Electronic Information and Electrical Engineering, Chengdu University, Chengdu, China · Key Laboratory of Intelligent Control and Optimization for Industrial Equipment of Ministry of Education, Dalian University of Technology, Dalian, China +1

  8. AcFlow: Controlling Text-to-Image Diffusion Transformers via Learned Conditional Activation Flow

    Sep 9, 2026Junran Wang, Zehao Jin, Tianyu Luan +3Diffusion TransformerT2I Generation

    Georgia Institute of technology · South China University of Technology

  9. Interpreting Object-Dependent Concept Brittleness in Text-to-Image Diffusion Models

    Sep 9, 2026Yifan Yuan, Xiangyu Liu, Hongming Shan +5Neural Network InterpretabilityT2I Diffusion Models

  10. Efficient Fairness Auditing Across Guidance Scales in Text-to-Image Diffusion Models via Causal Abstraction

    Sep 8, 2026Nabila Tasfiha Rahman, Rajatsubhra Chakraborty, Depeng Xu +1Classifier-Free GuidanceAlgorithmic Fairness

    University of Arkansas Fayetteville, AR, USA · University of North Carolina at Charlotte Charlotte, NC, USA

  11. VoT: Vision-of-Thought for Unified Multimodal Representation Alignment

    Sep 7, 2026Jingxiang Sun, Chao Liao, Zhengxiong Luo +6T2I GenerationCompositional T2I Generation

    ByteDance Seed

  12. LLaDA-Image: Building Strong Image Generators with Fully Open Training Recipes

    Sep 3, 2026Chuyan Chen, Haoxing Chen, Kun Chen +27Diffusion TransformerT2I Diffusion Models

    AGI Research Center, Inclusion AI

  13. ToPO: Token-Conditioned Preference Routing for Attention-Based Latent Diffusion Models

    Sep 3, 2026Juntao Xu, Shihong Li, Hoi Fan Au +1Diffusion Model AlignmentLatent Diffusion Models

    Tsinghua University · University of Electronic Science and Technology of China · Stanford University

  14. Text2Thermal: Physics-Aware Thermal Image Synthesis from Textual Priors

    Sep 3, 2026Tayeba Qazi, Brejesh Lall, Prerana MukherjeeThermal ImagingConditional Image Generation

    Bharti School of Telecommunications Technology and Management, Indian Institute of Technology Delhi, Delhi, India · School of Engineering, Jawaharlal Nehru University, Delhi, India

  15. Linear Fusion MultiDiffusion for Fast Training-Free Spherical Panorama Generation

    Sep 2, 2026Akio Hayakawa, Yusuke Mukuta, Tatsuya HaradaImage GenerationDiffusion Model Inference Acceleration

    The University of Tokyo · RIKEN Center for Advanced Intelligence Project

  16. Gaussian Core LoRA: Distribution-Aware Dynamic Adaptation for Broad Concept Erasure

    Sep 1, 2026Qinghui Gong, Xunlei Chen, Yu-Xuan Zhang +2Diffusion Model Fine-TuningLow-Rank Adaptation

    Southwest Jiaotong University · University of Electronic Science and Technology of China

  17. Training-Free Inpainting Across Domains with a Frozen Text-to-Image Diffusion Model

    Sep 1, 2026Zhenhuan Wang, Fengyi YuanDiffusion Model GuidanceCross-Domain Generalization

    School of Data Science, The Chinese University of Hong Kong, Shenzhen · School of Science and Engineering, The Chinese University of Hong Kong, Shenzhen

  18. MapRoute++: Surrogate-Guided Semantic Routing for Visual Concept Unlearning

    Aug 13, 2026Ashok Urlana, L. D. M. S. Sai Teja, Vivek Hruday Kavuri +1Diffusion Model UnlearningMachine Unlearning

    1IIIT Hyderabad · 2TCS Research, India · 3NIT Silchar

  19. Erase but Preserve: Controllable Removal of Copyrighted Animation Characters via Optimized Semantic Anchors

    Aug 13, 2026Qiao Li, Xiaomeng Fu, Wangjia Yu +4Diffusion Model UnlearningControllable Image Generation

    Institute of Information Engineering, Chinese Academy of Sciences, School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China · Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China

  20. Fingerprinting Text-to-Image Diffusion Models via Collapsed Generation

    Aug 12, 2026Yuanmin Huang, Chen Chen, Geng Hong +5T2I Diffusion ModelsDiffusion Models

    Fudan University, Shanghai, China · East China University of Science and Technology, Shanghai, China · Alibaba Group, Hangzhou, China +1

  21. Robustness of AI-Art Detectors under Generator Shift

    Aug 12, 2026Shivank Singh Thakur, Meien Li, Mark StampAI-Generated Image DetectionT2I Diffusion Models

    Department of Computer Science, San Jose State University

  22. Through Van Gogh's Eyes: Global Style Transfer with Diffusion Model

    Aug 12, 2026Jeongha Lee, Yujin Kim, Ghazanfar Ali +2Diffusion Model GuidanceImage Style Transfer

    Korea Institute of Science and Technology · University of Science and Technology · Korea University +2

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

    Aug 11, 2026Man Jiang, Ouxiang Li, Weibao Xue +4Diffusion Model UnlearningT2I Diffusion Models

    Hefei University of Technology · University of Science and Technology of China · University of Macau

  24. 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 +3Diffusion Model GuidanceSubject-Driven Image Generation

    Department of Electrical and Electronic Engineering, Southern University of Science and Technology, Shenzhen 518055, China · School of Information Science and Technology, University of Science and Technology of China, Hefei 230027, China · Pengcheng Lab, Shenzhen 518066, China

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

    Aug 7, 2026Yu Xue, Haoxuan Qu, Zhuoling Li +5Diffusion TransformerT2I Diffusion Models

    Lancaster University, Lancaster, UK · South China University of Technology, Guangzhou, China · NVIDIA AI Tech Centre, Singapore

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

    Aug 5, 2026Mohammadreza Hami, Mohammadreza Samadi, Chao Gao +1Pixel-Space Diffusion ModelsDiffusion Model Inference Acceleration

    Huawei Technologies Canada

  27. StyleComposer: Training-Free Multi-Reference Style Composition

    Aug 5, 2026Sanghyeok Lee, Jihye Kang, Namhyuk AhnImage Style TransferCompositional T2I Generation

    Inha University

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

    Aug 5, 2026Siming Fu, Haojun Xu, Ruizhe He +9Diffusion Model DistillationMulti-Teacher Knowledge Distillation

    1Joy Future Academy · 2Zhejiang University · 3Beihang University

  29. MultiCompose: Multi-Concept Personalized Composition with Per-Subject Attribute Binding

    Aug 4, 2026Ruirui Zhang, Zhengkai Zhao, Pan GaoImage GenerationCompositional T2I Generation

    Nanjing University of Aeronautics and Astronautics College of Computer Science and Technology Nanjing, Jiangsu, China · Nanjing University of Aeronautics and Astronautics College of Artificial Intelligence Nanjing, Jiangsu, China

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

    Aug 4, 2026Jinya Sakurai, Shueicheng Yan, Xun XuTest-Time OptimizationT2I Generation

    1Nanyang Technological University · 2National University of Singapore · Institute of Advanced Intelligence and Computing (IAIC), A*STAR +1