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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HoloFair: Unified T2I Fairness Evaluation and Fair-GRPO Debiasing
May 23, 2026Ruyi Chen, Lu Zhou, Xiaogang Xu +3T2I Generation Algorithmic Fairness
Nanjing University of Aeronautics and Astronautics · Collaborative Innovation Center of Novel Software Technology and Industrialization · School of Software Technology, Zhejiang University, Ningbo, China +1
AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters
May 21, 2026Hanjun Luo, Zhimu Huang, Sylvia Chung +6T2I Generation Agent Evaluation
New York University Abu Dhabi · Zhejiang University · University of Electronic Science and Technology of China +2
S2ED: From Story to Executable Descriptions for Consistency-Aware Story Illustration
May 21, 2026Sijing Yin, Jiamou Liu, Xiao Tang +2T2I Generation Compositional T2I Generation
University of Auckland · Wuhan College of Communication
Safeguarding Text-to-Image Generative Models Against Unauthorized Knowledge Distillation
May 21, 2026Yilan Gao, Sida Huang, Hongyuan Zhang +1Model Extraction Attacks T2I Generation
School of Artificial Intelligence, OPtics and ElectroNics (iOPEN), Northwestern Polytechnical University, Xi’an 710072, P. R. China · Institute of Artificial Intelligence (TeleAI), China Telecom, P. R. China · The University of Hong Kong
MONET: A Massive, Open, Non-redundant and Enriched Text-to-image dataset
May 20, 2026Benjamin Aubin, Gonzalo Iñaki Quintana, Onur Tasar +4Training Data Curation T2I Generation
Jasper Research
RankE: End-to-End Post-Training for Discrete Text-to-Image Generation with Decoder Co-Evolution
May 20, 2026Siyong Jian, Siyuan Li, Luyuan Zhang +5T2I Generation RL for Image Generation
1Westlake University · 2Zhejiang University · 3Tsinghua University +2
Linear-DPO: Linear Direct Preference Optimization for Diffusion and Flow-Matching Generative Models
May 20, 2026Kesong Li, Yixuan Xu, Kuo-kun Tseng +3Diffusion Model Alignment Flow Matching
School of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, China · Alibaba Group, Hangzhou, Zhejiang, China
PixVerve: Advancing Native UHR Image Generation to 100MP with a Large-Scale High-Quality Dataset
May 19, 2026Haojun Chen, Haoyang He, Chengming Xu +11T2I Generation Image Generation
Zhejiang University · Fudan University · Nanjing University +3
FlowErase-RL: Rethinking Concept Erasure as Reward Optimization in Flow Matching Models
May 19, 2026Yi Sun, Zhiqi Zhang, Xinhao Zhong +5Flow Matching T2I Generation
Harbin Institute of Technology, Shenzhen · Jilin University · Tsinghua Shenzhen International Graduate School, Tsinghua University +2
Self-Creative Text-to-Object Generation using Semantic-Aware Spatial Weighting
May 19, 2026Yue Yu, Haibo Chen, Shuo Chen +2T2I Generation Computational Creativity
Nanjing University of Science and Technology · Nanjing University
Boosting Text-to-Image Diffusion Models via Core Token Attention-Based Seed Selection
May 19, 2026Yunzhe Zhang, Hongfu Liu, Pengyu HongDiffusion Model Alignment T2I Generation
Brandeis University
Generation Navigator: A State-Aware Agentic Framework for Image Generation
May 18, 2026Jinming Liu, Ruoyu Feng, Yuqi Wang +2T2I Generation Agentic Image Generation
Shanghai Jiao Tong University · Independent · Eastern Institute of Technology, Ningbo, China
The Silent Brush: Evaluating Artistic Style Leakage in AI Art Generation
May 17, 2026Ninad Joshi, Ashutosh Ranjan, Vivek Srivastava +1T2I Generation T2I Generation Evaluation
TCS Research, India
Diagnosing and Correcting Concept Omission in Multimodal Diffusion Transformers
May 14, 2026Kanghyun Baek, Jaihyun Lew, Chaehun Shin +2Diffusion Transformer T2I Generation
Interdisciplinary Program in Artificial Intelligence, Seoul National University, Seoul, South Korea · Department of Electrical and Computer Engineering, Seoul National University, Seoul, South Korea · Department of Computer Science & Engineering, Korea University, Seoul, South Korea +1
Context Matters: Auditing Gender Bias in T2I Generation through Risk-Tiered Use-Case Profiles
May 13, 2026Jose Luna, Yankun Wu, Xiaofei Xie +1T2I Generation Demographic Bias in T2I Models
Singapore Management University, Singapore · The University of Osaka, Japan
Asymmetric Flow Models
May 13, 2026Hansheng Chen, Jan Ackermann, Minseo Kim +2Flow Matching T2I Generation
Stanford University
Qwen-Image-2.0 Technical Report
May 11, 2026Bing Zhao, Chenfei Wu, Deqing Li +72T2I Generation Compositional T2I Generation
What Concepts Lie Within? Detecting and Suppressing Risky Content in Diffusion Transformers
May 11, 2026Chenyu ZhangDiffusion Transformer T2I Generation
Tianjin University · Tianjin, China
Offline Preference Optimization for Rectified Flow with Noise-Tracked Pairs
May 10, 2026Yunhong Lu, Qichao Wang, Hengyuan Cao +2Pairwise Preference Learning Rectified Flow
Zhejiang University · Shanghai Institute for Advanced Study-Zhejiang University · Shanghai Institute for Mathematics and Interdisciplinary Sciences
OrchJail: Jailbreaking Tool-Calling Text-to-Image Agents by Orchestration-Guided Fuzzing
May 8, 2026Jianming Chen, Yawen Wang, Junjie Wang +3Adversarial Prompt Generation T2I Generation
Institute of Software, Chinese Academy of Sciences, Beijing, China · Science & Technology on Integrated Information System Laboratory, Beijing, China · State Key Laboratory of Complex System Modeling and Simulation Technology, Beijing, China +1
HyperTransport: Amortized Conditioning of T2I Generative Models
May 7, 2026Valentino Maiorca, Eleonora Gualdoni, Xavier Suau +3T2I Generation Hypernetworks
1ISTA · 2Apple
When Do Diffusion Models learn to Generate Multiple Objects?
Apr 30, 2026Yujin Jeong, Arnas Uselis, Iro Laina +2T2I Generation Compositional Image Generation
TU Darmstadt & hessian.AI · University of Tübingen · Visual Geometry Group, University of Oxford +1
SEAL: Semantic-aware Single-image Sticker Personalization with a Large-scale Sticker-tag Dataset
Apr 29, 2026Changhyun Roh, Yonghyun Jeong, Jonghyun Lee +2T2I Generation Identity-Preserving Image Generation
Chung-Ang University · NAVER Cloud · Lunit Inc.
Refinement via Regeneration: Enlarging Modification Space Boosts Image Refinement in Unified Multimodal Models
Apr 28, 2026Jiayi Guo, Linqing Wang, Jiangshan Wang +6Unified Multimodal Models T2I Generation
1Tsinghua University · 2Tencent HY
Benchmarking Layout-Guided Diffusion Models through Unified Semantic-Spatial Evaluation in Closed and Open Settings
Apr 28, 2026Luca Parolari, Nicla Faccioli, Lamberto BallanT2I Generation Compositional T2I Generation
Department of Mathematics, University of Padova, Padova, Italy
TextGround4M: A Prompt-Aligned Dataset for Layout-Aware Text Rendering
Apr 27, 2026Dongxing Mao, Yilin Wang, Linjie Li +2T2I Generation Compositional T2I Generation
Central South University · Zhejiang University · Microsoft Research
Knowledge Visualization: A Benchmark and Method for Knowledge-Intensive Text-to-Image Generation
Apr 24, 2026Ran Zhao, Sheng Jin, Size Wu +5T2I Generation Image Generation
Huazhong University of Science and Technology · The University of Hong Kong · S-Lab, Nanyang Technological University
Linear Image Generation by Synthesizing Exposure Brackets
Apr 22, 2026Yuekun Dai, Zhoutong Zhang, Shangchen Zhou +1T2I Generation Image Generation
S-Lab, Nanyang Technological University · Adobe NextCam · Adobe Research
Camera Control for Text-to-Image Generation via Learning Viewpoint Tokens
Apr 21, 2026Xinxuan Lu, Charless Fowlkes, Alexander C. BergT2I Generation Controllable Image Generation
University of California, Irvine
Wan-Image: Pushing the Boundaries of Generative Visual Intelligence
Apr 21, 2026Chaojie Mao, Chen-Wei Xie, Chongyang Zhong +55T2I Generation Identity-Preserving Image Generation

May 23, 2026, cs.CVJ/K move · Enter open · S save

HoloFair: Unified T2I Fairness Evaluation and Fair-GRPO Debiasing

Ruyi Chen, Lu Zhou, Xiaogang Xu, Chiyu Zhang+2

Nanjing University of Aeronautics and Astronautics · Collaborative Innovation Center of Novel Software Technology and Industrialization · School of Software Technology, Zhejiang University, Ningbo, China+1

T2I Generation Algorithmic Fairness RL for Image Generation Demographic Bias in T2I Models T2I Generation Evaluation

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Text-to-Image (T2I) models have made significant strides in visual realism and semantic consistency, yet they often perpetuate and amplify societal biases. Existing evaluation methods typically address only single-dimensional biases, lacking perspectives to uncover model biases at social-related deeper semantic levels. We introduce HoloFair, a comprehensive benchmark framework for multidimensional demographic bias analysis. Built upon our large-scale fairness-oriented dataset and the SpaFreq (Spatial-Frequency) attribute classifier, this framework proposes the Multi-attribute, Group-wise Bias Index (MGBI) metric, designed to assess both intrinsic diversity and conditional biases. Beyond evaluation, we further introduce Fair-GRPO, a reinforcement-learning-based debiasing method that alters the distribution of generative models through a designed multi-objective reward function. E.g., experiments on the SD3.5-Medium model demonstrate that Fair-GRPO significantly improves multidimensional fairness while maintaining high image quality. We also analyze potential reward hacking phenomena and provide corresponding mitigation strategies. Code and dataset are available at https://github.com/1059684669/HoloFair

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Latest papers 181