VisualQuality-R1: Reasoning-Induced Image Quality Assessment via Reinforcement Learning to Rank

Tianhe Wu, Jian Zou, Jie Liang +2

Qwen-Image-Bench: From Generation to Creation in Text-to-Image Evaluation

Niantong Li, Guangzheng Hu, Weixu Qiao +35

Qwen-Image-Flash: Beyond Objective Design

Tianhe Wu, Kun Yan, Zikai Zhou +21

Long-Horizon Streaming Video Generation via Hybrid Attention with Decoupled Distillation

Ruibin Li, Tao Yang, Fangzhou Ai +4

Beyond Length Scaling: Synergizing Breadth and Depth for Generative Reward Models

Qiyuan Zhang, Yufei Wang, Tianhe Wu +5

ME-IQA: Memory-Enhanced Image Quality Assessment via Re-Ranking

Kanglong Fan, Tianhe Wu, Wen Wen +6

The paper introduces ME‑IQA, a test‑time memory‑enhanced re‑ranking framework that leverages a memory bank of reasoning summaries to retrieve similar images, converts a vision‑lang…

Diversity-Preserved Distribution Matching Distillation for Fast Visual Synthesis

Tianhe Wu, Ruibin Li, Lei Zhang +1

DP$^2$O-SR: Direct Perceptual Preference Optimization for Real-World Image Super-Resolution

Rongyuan Wu, Lingchen Sun, Zhengqiang Zhang +5

Toward Generalized Image Quality Assessment: Relaxing the Perfect Reference Quality Assumption

Du Chen, Tianhe Wu, Kede Ma +1

Assessor360: Multi-sequence Network for Blind Omnidirectional Image Quality Assessment

Tianhe Wu, Shuwei Shi, Haoming Cai +4

Qwen-Image-Agent: Bridging the Context Gap in Real-World Image Generation

Zekai Zhang, Jiahao Li, Jie Zhang +18

Attentions Help CNNs See Better: Attention-based Hybrid Image Quality Assessment Network

Shanshan Lao, Yuan Gong, Shuwei Shi +5

Smaller Models are Natural Explorers for Policy-Level Diversity in GRPO

Yiming Ren, Yiran Xu, Zicheng Lin +8

Qwen-Image-2.0-RL Technical Report

Yixian Xu, Kaiyuan Gao, Yuxiang Chen +25

Qwen-Image-2.0 Technical Report

Bing Zhao, Chenfei Wu, Deqing Li +72

Qwen-RobotWorld Technical Report: Unifying Embodied World Modeling through Language-Conditioned Video Generation

Jie Zhang, Xiaoyue Chen, Anzhe Chen +36

A Comprehensive Study of Multimodal Large Language Models for Image Quality Assessment

Tianhe Wu, Kede Ma, Jie Liang +2

Qwen-Image-VAE-2.0 Technical Report

Zekai Zhang, Deqing Li, Kuan Cao +27

Tool-IQA: Augmenting Image Quality Assessment with Simple Tools

Guanyi Qin, Junjie Zhang, Chunming He +4

The Unanticipated Asymmetry Between Perceptual Optimization and Assessment

Jiabei Zhang, Qi Wang, Siyu Wu +2

MANIQA: Multi-dimension Attention Network for No-Reference Image Quality Assessment

Sidi Yang, Tianhe Wu, Shuwei Shi +5