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. UltraText Bench: A Comprehensive Bilingual Benchmark for Evaluating Visual Text Rendering in Image Generation

    Oct 7, 2026Deyuan Liu, Yihao Hu, Jingxuan Zhang +13T2I Generation EvaluationT2I Generation

    Westlake University · Ant Group · Zhejiang University +7

  2. Harmful Content Generation in Text-to-Image Models: Capabilities and Moderation Limitations

    Oct 5, 2026Paschalis Giakoumoglou, Manos Schinas, Symeon PapadopoulosT2I GenerationContent Moderation

    Centre for Research and Technology Hellas (CERTH), Thessaloniki, Greece

  3. Safe Image Generation via Reinforcement Learning

    Oct 5, 2026Eungyeol Han, Jong-Seok LeeT2I GenerationSafe T2I Generation

    Yonsei University School of Integrated Technology

  4. SALD: Self-Referenced Advantage Learning for Diffusion Models

    Oct 1, 2026Aryan Das, Surjo Dey, Koushik Biswas +4T2I GenerationConditional Diffusion Models

    Indian Institute of Technology Kanpur, India · Rajiv Gandhi Institute of Petroleum Technology, India · IIIT Delhi, India +2

  5. CLASP: Continual Low-rank Adapters for Spatially Placed Concepts from One Hypernetwork

    Oct 1, 2026Wojciech Gromski, Patryk Krukowski, Jan Miksa +2Subject-Driven Image GenerationT2I Generation

    Wrocław University of Science and Technology · IDEAS Research Institute · Jagiellonian University, Krak´ow +2

  6. A Matched-Budget Audit Framework for Recaptioned Image-Text Supervision Distributions

    Oct 1, 2026Giyeong Oh, Junghun Park, Yuhan Bae +1VLM EvaluationT2I Generation

    Seoul National University

  7. Steering Fields: Adaptive Vector Fields for Safe Image Generation and Beyond

    Sep 30, 2026Simone Facchiano, Jan Eric Lenssen, Bernt Schiele +3T2I GenerationSafe T2I Generation

    Max Planck Institute for Informatics · Sapienza University of Rome

  8. EvoGen-Harness: Learning Where and How to Evolve Image-Generation Harnesses

    Sep 30, 2026Jiabin Luo, Yinan Liu, Chunlei Meng +1T2I GenerationImage Generation

    Peking University · Beijing University of Technology · Fudan University

  9. HiRAE: Hierarchical Representation Autoencoding with Residual Budgets

    Sep 29, 2026Xuanyu Zhu, Yan Bai, Yang Shi +5AutoencodersT2I Generation

    Peking University · Agibot Research · Tsinghua University +1

  10. Decompose Radicals, Then Reward: Fine-Grained Inspection for Accurate Chinese Text Rendering

    Sep 29, 2026Yazhen Xie, Xingsong Ye, Zhineng ChenT2I GenerationRL for Image Generation

    Institute of Trustworthy Embodied AI, Fudan University · Shanghai Key Laboratory of Multimodal Embodied AI

  11. V-Engram: Trigger-Indexed External Memory for Modular Text-to-Image Personalization

    Sep 29, 2026Haoran He, Runyuan Cai, Yiming Wang +2Subject-Driven Image GenerationT2I Generation

    AutoArk-AI

  12. PE-OPSD: Internalizing Prompt Enhancement into Flow-matching Models via On-Policy Self-Distillation

    Sep 29, 2026Mingfeng Lin, Chengfei Cai, Lin Xu +3On-Policy Self-DistillationT2I Generation

    Harbin Institute of Technology (Shenzhen) · Zhejiang University · Peking University +1

  13. PreviewDiff: Multimodal Critic-Guided Search over Diffusion Latents

    Sep 28, 2026Vighnesh Subramaniam, Boris Katz, Brian Cheung +3Diffusion Model GuidanceT2I Generation

    MIT CSAIL · Google Cloud AI Research · UCSF

  14. Unifying Distributional Training for One-Step Visual Generation

    Sep 28, 2026Chi Zhang, Shi Haoyang, Yueyi Liu +9Gaussian Mixture ModelsT2I Generation

    Tsinghua University · Fudan University · Xi’an Jiaotong University +4

  15. FestDPO: Few-step Generator Alignment with Direct Preference Optimization

    Sep 28, 2026Jaewoo Lee, Kyuil Sim, Hyeongyu Kang +3Direct Preference OptimizationT2I Generation

    KAIST · MongooseAI · Omelet

  16. TSGate: Timestep-Aware Gated Attention for Diffusion Transformers

    Sep 28, 2026Boyu Zhang, Yifan Liu, Shuxia Lin +3Diffusion TransformerGated Attention

    Alibaba Token Hub, Alibaba Group · Southeast University

  17. On the Diffusibility of High-Dimensional Latents

    Sep 23, 2026Chao Feng, Zhiyang Xu, Bowei Chen +7Flow MatchingLatent Diffusion Models

    Cornell University · Virginia Tech · University of Washington +2

  18. InGuard: Towards Generalized Inner Guardrail for Safe Text-to-Image Generation

    Sep 23, 2026Zeyu Wang, Xiaodan Li, Zhiwen Li +2T2I GenerationSafe T2I Generation

    Alibaba AAIG

  19. IMPLICIT-Bench: Measuring Implicit Bias in Text-to-Image Models under Neutral Prompts

    Sep 21, 2026Yue Dai, Ziyang Liu, Marc Cheong +1T2I GenerationDemographic Bias in T2I Models

    The University of Melbourne

  20. λλ-Controlled GRPO: Turning Flow-Matching Ratio Instability into a Budgeted Resource

    Sep 18, 2026Yufeng Wang, Parivesh Priye, Meeshawn Marathe +1Flow MatchingT2I Generation

    Stony Brook University · Georgia Institute of Technology · Rivian and Volkswagen Group Technologies

  21. 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

  22. Prompt Revision as a Source of Cultural Bias in Text-to-Image Systems

    Sep 12, 2026Aleksandra Urman, Elsa Lichtenegger, Salima Jaoua +7T2I GenerationCultural Bias in Language Models

    University of Zurich · University of Helsinki · ETH Zurich +1

  23. Logit Refiner: Improving Visual Autoregressive Models via Intra-Scale Dependency Modeling

    Sep 12, 2026Meimingwei Li, Stefan Andreas Baumann, Felix Krause +1Visual Autoregressive ModelsT2I Generation

    Munich Center for Machine Learning (MCML)

  24. SenseNova-U1.5: Towards Native Unified Visual Intelligence

    Sep 11, 2026Haiwen Diao, Jiahao Wang, Chenjing Ding +62Unified Multimodal ModelsT2I Generation

  25. 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

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

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

    ByteDance Seed

  27. SVG-Score: Human-Aligned Evaluation of Text-to-SVG Generation

    Sep 3, 2026Marco Cipriano, Leonardo Zini, Alexandra Schild +5VLM EvaluationHuman Preference Modeling

    Hasso-Plattner Institute, Germany · University of Modena and Reggio Emilia, Italy

  28. Blending Concepts: Benchmarking Visual Metaphor Generation in Text-to-Image Models

    Sep 2, 2026Chuer Chen, Zichen Wang, Yi He +2T2I GenerationT2I Generation Evaluation

    1Tongji University · 2Shanghai Innovation Institute

  29. GlyphAnchor: Enhancing Visual Text Rendering via Position-Anchored Glyph Priors

    Sep 2, 2026Qiang Xiang, Shuang Sun, Binglei Li +4T2I GenerationImage Editing

    Fudan University · Xiaohongshu Inc. · Shanghai Innovation Institute

  30. T2LSC-Bench: Benchmarking Localized Semantic Control in Text-to-Image Generation

    Sep 2, 2026Yan Wang, Xinyi Hou, Weiguo Lin +2T2I GenerationControllable Image Generation

    Communication University of China, Beijing, China · Huazhong University of Science and Technology, Wuhan, China · Peking University, Beijing, China

  31. CAT-Flow: Curvature-Adaptive sTeps for Flow Matching

    Sep 1, 2026Qinchan Li, Pedro Cisneros-Velarde, Keru Fu +3Flow MatchingT2I Generation

    Simon Fraser University · VMware Research

  32. SpatialGuard: Harness-Guided Verifiable Spatial Reasoning for Text-to-Image Generation

    Sep 1, 2026Ziyun Qian, Zizhi Chen, Yizhou Liu +33D Spatial ReasoningT2I Generation

    College of Intelligent Robotics and Advanced Manufacturing, Fudan University · Fysics Intelligence Technologies Co., Ltd. (Fysics AI)

  33. CANVAS: Consistency-Aware Navigation via Visual Adaptive Sampling for Long-Context Text-to-SVG Generation

    Aug 31, 2026Yichen Wu, Haoxuan Qu, Yihang Lou +2T2I GenerationAdaptive Sampling

    University of Nottingham · Lancaster University · Peking University

  34. ImageEval 2026: Culturally Grounded Arabic Multimodal Evaluation

    Aug 31, 2026Samir Abdaljalil, Hunzalah Hassan Bhatti, Ahlam Bashiti +11Hallucination DetectionT2I Generation

    Texas A&M University · Qatar Computing Research Institute, Qatar · Birzeit University, Palestine +2

  35. On the Limitations of Cross-Lingual Consistency in Multilingual Text-to-image Generation

    Aug 11, 2026Sicheng Zhang, Zhonghao Yan, Binzhu Xie +4T2I GenerationT2I Generation Evaluation

    Khalifa University · Queen Mary University of London · The Chinese University of Hong Kong +3

  36. JustLLMGRPO: Radiographic Control for Chest X-Ray Generation

    Aug 8, 2026Pengxiang Cai, Xiaohan Li, Anglin Liu +3T2I GenerationRL for Image Generation

    The Hong Kong University of Science and Technology (Guangzhou)

  37. Beyond Starry Night: Shortcut-Aware Control-State Planning for Artist-Grounded Text to Image Generation

    Aug 7, 2026Kuan Xing, Ye Wang, Changyi Gan +4T2I GenerationImage Generation

    Jilin University · Adobe · University of Wisconsin

  38. Energy-Guided Flow Matching

    Aug 6, 2026Haoyang Tong, Yu He, Fang Li +6Flow MatchingConditional Image Generation

    MAIS & NLPR, CASIA · JD.com · Xi'an Jiaotong University +1

  39. Can Text-to-Image Models Draw from the Right Frame of Reference?

    Aug 4, 2026Zheyuan Gu, Ruihang Li, Yong Huang +5Vision-Language ModelsT2I Generation

    1ERNIE Team, Baidu Inc. · 2Peking University

  40. Any-OPD: Heterogeneous On-Policy Distillation for Flow-Matching Models via Representation-Space Bridging

    Aug 4, 2026Siming Fu, Zheming Fu, Ruizhe He +7Flow MatchingDiffusion Model Distillation

    1Joy Future Academy · 2Zhejiang University

  41. 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

  42. Rectify Then Diffuse: Disentangling Concepts Before Denoising Trajectory Unfolds

    Aug 4, 2026Ning Zhu, An Chen, Mengfei Zhao +4T2I GenerationAttention Control in Diffusion Models

    Glasgow College, University of Electronic Science and Technology of China · School of Mathematical Sciences, University of Electronic Science and Technology of China

  43. CAPEval: A Decoupled Caption Evaluation across Understanding and Generation

    Aug 3, 2026Zhipeng Liu, Haochen Wang, Zhaoxiang ZhangImage CaptioningT2I Generation

    University of Chinese Academy of Sciences · Institute of Automation, Chinese Academy of Sciences

  44. Investigating Social Bias in Narrative Image Generation

    Aug 3, 2026Junyeong Park, Sowon Min, Euna Jang +5T2I GenerationDemographic Bias in T2I Models

    KAIST, South Korea

  45. Mind the Gap: Zero-Query Jailbreaks via Filter-Generator Discrepancy in Text-to-Image Systems

    Aug 2, 2026Wanguang Li, Zhaoxin Wang, Handing WangAdversarial Prompt GenerationT2I Generation

    School of Artificial Intelligence, Xidian University, Shaanxi, China

  46. Scaling Properties of Text Conditioning in Visual Generation

    Jul 31, 2026Zilong Chen, Chaorui Deng, Kunchang Li +2T2I GenerationCompositional T2I Generation

    ByteDance Seed

  47. GVR-Coder: A Visual-Feedback Framework for Structured SVG Generation in Complex Document and Meeting Scenarios

    Jul 30, 2026Yiming Xu, Jihua Kang, Chunsai Du +5Constrained Generative ModelingT2I Generation

    University of Science and Technology of China Hefei, Anhui, China · ByteDance Inc. Shanghai, China · Hefei University of Technology Hefei, Anhui, China

  48. ServerlessT2I: Efficient Text-to-Image Workflow Serving on a Serverless Platform

    Jul 29, 2026Xiaoxiao Jiang, Suyi Li, Sheng Yao +5Efficient Neural Network InferenceT2I Generation

    Hong Kong University of Science and Technology · Alibaba Group

  49. Detecting CSAM Text-to-Image LoRAs From Weights

    Jul 28, 2026David Demitri Africa, Cate Heine, Nadine Staes-Polet +1T2I GenerationLow-Rank Adaptation

    UK AI Security Institute

  50. OmniPhys: Knowledge-Graph-Driven Benchmarking and Collective Optimization for Physical Commonsense in Text-to-Image Generation

    Jul 28, 2026Yajing Xu, Yarong Lan, Jiaoyan Chen +6T2I GenerationPrompt Optimization for T2I Generation

    Zhejiang University · The University of Manchester · The University of Edinburgh +1

  51. Harm is not Universal: Community-Specific Toxicity Detection is Urgently Needed

    Jul 27, 2026Xinnuo Xu, Anja Thieme, Daniela Massiceti +6T2I GenerationSafe T2I Generation

    Microsoft Research Cambridge, UK · Microsoft Paris, France

  52. FlowCTS: On-policy Continuous Trajectory Supervision of Flow Models

    Jul 27, 2026Kaiyang Ye, Yuan Ge, Junxiang Zhang +8T2I GenerationFlow-Based Generative Modeling

    Northeastern University · NiuTrans Research · Kunming University of Science and Technology

  53. PRISM: Prompt Refinement via Image-grounded Self-rewarding Mechanism for Text-to-Image Generation

    Jul 27, 2026Guo Tang, HongJie Luo, Tianxu Wang +2T2I GenerationRL for Image Generation

    Harbin Institute of Technology, Shenzhen · Sun Yat-sen University · South China University of Technology +1

  54. Contrastive Parameter Disentanglement for Multi-modal Remote Sensing Image Generation

    Jul 26, 2026Yu Zhang, Wenda Zhao, Haojun Tang +1T2I GenerationImage Generation

  55. One Rewrite to Fix Them All? Type-Aware Repair Allocation for Text-to-Image Prompt Optimization

    Jul 21, 2026Haoyue Liu, Xiaoyu Ma, Ye Chen +2T2I GenerationAutomatic Prompt Optimization

    School of Science and Engineering, The Chinese University of Hong Kong, Shenzhen 518172, China · XJTU-POLIMI Joint School, Xi’an Jiaotong University, Xi’an 710049, China · Shenzhen Future Network of Intelligence Institute (FNii-Shenzhen)

  56. JAGG: Jacobian-Aggregated Group Gradient for Efficient GRPO Training of Diffusion Models

    Jul 20, 2026Ruiyi Ding, Jie Li, He Kang +3BackpropagationDiffusion Transformer

    1KlingAI Research · University of Science and Technology of China · 2Fudan University +2

  57. UniNDM: A Unified Noise-driven Detection and Mitigation Framework Against Sexual Content in Text-to-Image Generation

    Jul 18, 2026Yao Huang, Yitong Sun, Huanran Chen +8Diffusion Model GuidanceT2I Generation

    Institute of Artificial Intelligence, State Key Laboratory of Virtual Reality Technology and Systems, Beihang University, Beijing 100191, China · School of Cyber Science and Technology, Shenzhen Campus of Sun Yat-Sen University, Shenzhen 518107, China

  58. ArtChart: Faithful Artistic Chart Generation with Integrated Text Rendering

    Jul 17, 2026Meijia Huang, Yingjie Yin, Shihao Wang +1Data VisualizationT2I Generation

    Ant Group

  59. Debiasing Text-to-Image Evaluation via Implicit Cultural Alignment Reward Modeling

    Jul 17, 2026Bo-An Chang, Yu-Chih ChenVLM EvaluationReward Modeling

    National Tsing Hua University, Hsinchu 300044, Taiwan · National Yang Ming Chiao Tung University, Hsinchu 300093, Taiwan

  60. Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation

    Jul 16, 2026Ku Onoda, Paavo Parmas, Hiroki Furuta +4T2I GenerationRL for Image Generation

    The University of Tokyo