NTIRE 2025文本到图像生成模型质量评估挑战赛
计算机视觉与模式识别
2025-05-23 v1 人工智能
摘要
本文报道了NTIRE 2025文本到图像（T2I）生成模型质量评估挑战赛，该挑战赛将于CVPR 2025的New Trends in Image Restoration and Enhancement工作坊（NTIRE）上举行。该挑战赛旨在解决文本到图像生成模型的细粒度质量评估。该挑战赛从两个方面评估文本到图像模型：图像-文本对齐和图像结构畸变检测，分为对齐赛道和结构赛道。对齐赛道使用EvalMuse-40K数据集，包含约4万张由20个流行生成模型生成的AI生成图像（AIGI）。对齐赛道共有371名注册参赛者，开发阶段收到1883份提交，测试阶段收到507份提交。最终，12支参赛团队提交了模型和事实表。结构赛道使用EvalMuse-Structure数据集，包含10,000张带相应结构畸变掩码的AI生成图像。结构赛道共有211名参赛者注册，开发阶段收到1155份提交，测试阶段收到487份提交。最终，8支参赛团队提交了模型和事实表。几乎所有方法都优于基线方法，两条赛道的获胜方法在T2I模型质量评估方面表现出色。
引用
@article{arxiv.2505.16314,
title = {NTIRE 2025 challenge on Text to Image Generation Model Quality Assessment},
author = {Shuhao Han and Haotian Fan and Fangyuan Kong and Wenjie Liao and Chunle Guo and Chongyi Li and Radu Timofte and Liang Li and Tao Li and Junhui Cui and Yunqiu Wang and Yang Tai and Jingwei Sun and Jianhui Sun and Xinli Yue and Tianyi Wang and Huan Hou and Junda Lu and Xinyang Huang and Zitang Zhou and Zijian Zhang and Xuhui Zheng and Xuecheng Wu and Chong Peng and Xuezhi Cao and Trong-Hieu Nguyen-Mau and Minh-Hoang Le and Minh-Khoa Le-Phan and Duy-Nam Ly and Hai-Dang Nguyen and Minh-Triet Tran and Yukang Lin and Yan Hong and Chuanbiao Song and Siyuan Li and Jun Lan and Zhichao Zhang and Xinyue Li and Wei Sun and Zicheng Zhang and Yunhao Li and Xiaohong Liu and Guangtao Zhai and Zitong Xu and Huiyu Duan and Jiarui Wang and Guangji Ma and Liu Yang and Lu Liu and Qiang Hu and Xiongkuo Min and Zichuan Wang and Zhenchen Tang and Bo Peng and Jing Dong and Fengbin Guan and Zihao Yu and Yiting Lu and Wei Luo and Xin Li and Minhao Lin and Haofeng Chen and Xuanxuan He and Kele Xu and Qisheng Xu and Zijian Gao and Tianjiao Wan and Bo-Cheng Qiu and Chih-Chung Hsu and Chia-ming Lee and Yu-Fan Lin and Bo Yu and Zehao Wang and Da Mu and Mingxiu Chen and Junkang Fang and Huamei Sun and Wending Zhao and Zhiyu Wang and Wang Liu and Weikang Yu and Puhong Duan and Bin Sun and Xudong Kang and Shutao Li and Shuai He and Lingzhi Fu and Heng Cong and Rongyu Zhang and Jiarong He and Zhishan Qiao and Yongqing Huang and Zewen Chen and Zhe Pang and Juan Wang and Jian Guo and Zhizhuo Shao and Ziyu Feng and Bing Li and Weiming Hu and Hesong Li and Dehua Liu and Zeming Liu and Qingsong Xie and Ruichen Wang and Zhihao Li and Yuqi Liang and Jianqi Bi and Jun Luo and Junfeng Yang and Can Li and Jing Fu and Hongwei Xu and Mingrui Long and Lulin Tang},
journal= {arXiv preprint arXiv:2505.16314},
year = {2025}
}