Visual Quality Assessment Competition


VQualA 2025 Challenge on Visual Quality Comparison for Large Multimodal Models: Methods and Results
Hanwei Zhu,
Haoning Wu,
Zicheng Zhang,
Lingyu Zhu,
Yixuan Li,
Peilin Chen,
Shiqi Wang,
Chris Wei Zhou,
Linhan Cao,
Wei Sun,
Xiangyang Zhu,
Weixia Zhang,
Yucheng Zhu,
Jing Liu,
Dandan Zhu,
Guangtao Zhai,
Xiongkuo Min,
Zhichao Zhang,
Xinyue Li,
Shubo Xu,
Anh Dao,
Yifan Li,
Hongyuan Yu,
Jiaojiao Yi,
Yiding Tian,
Yupeng Wu,
Feiran Sun,
Lijuan Jiao,
Song Jiang
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Zhu_2025_ICCV, author = {Zhu, Hanwei and Wu, Haoning and Zhang, Zicheng and Zhu, Lingyu and Li, Yixuan and Chen, Peilin and Wang, Shiqi and Zhou, Chris Wei and Cao, Linhan and Sun, Wei and Zhu, Xiangyang and Zhang, Weixia and Zhu, Yucheng and Liu, Jing and Zhu, Dandan and Zhai, Guangtao and Min, Xiongkuo and Zhang, Zhichao and Li, Xinyue and Xu, Shubo and Dao, Anh and Li, Yifan and Yu, Hongyuan and Yi, Jiaojiao and Tian, Yiding and Wu, Yupeng and Sun, Feiran and Jiao, Lijuan and Jiang, Song}, title = {VQualA 2025 Challenge on Visual Quality Comparison for Large Multimodal Models: Methods and Results}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3352-3362} }

VQualA 2025 Document Image Quality Assessment Challenge
Fan Huang,
Xiongkuo Min,
Zhichao Ma,
Xiaohong Liu,
Chris Wei Zhou,
Guangtao Zhai,
Junjie Gao,
Runze Liu,
Yingzhe Peng,
Shujian Yang,
Jin Zhang,
Kai Yang,
Zhiyuan You,
Zitian Ao,
Yicheng Wu,
Weixia Zhang,
Junlin Chen,
Wei Sun,
Zhihua Wang,
Zhe Zhang,
Yang Yang,
Mingying Bai,
Jiawang Du,
Zilong Lu,
Zhenyu Jiang,
Ziguan Cui,
Zongliang Gan,
Guijin Tang,
Fan Yang,
Hang Ouyang,
Zhuohang Shi,
Tianxin Xiao,
Zhizun Luo,
Zhaowang Wu,
Kaixin Deng,
Ruikun Zhang,
Hao Yang,
Liyuan Pan
[pdf]
[bibtex]
@InProceedings{Huang_2025_ICCV, author = {Huang, Fan and Min, Xiongkuo and Ma, Zhichao and Liu, Xiaohong and Zhou, Chris Wei and Zhai, Guangtao and Gao, Junjie and Liu, Runze and Peng, Yingzhe and Yang, Shujian and Zhang, Jin and Yang, Kai and You, Zhiyuan and Ao, Zitian and Wu, Yicheng and Zhang, Weixia and Chen, Junlin and Sun, Wei and Wang, Zhihua and Zhang, Zhe and Yang, Yang and Bai, Mingying and Du, Jiawang and Lu, Zilong and Jiang, Zhenyu and Cui, Ziguan and Gan, Zongliang and Tang, Guijin and Yang, Fan and Ouyang, Hang and Shi, Zhuohang and Xiao, Tianxin and Luo, Zhizun and Wu, Zhaowang and Deng, Kaixin and Zhang, Ruikun and Yang, Hao and Pan, Liyuan}, title = {VQualA 2025 Document Image Quality Assessment Challenge}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3313-3322} }

VQualA 2025 Challenge on Engagement Prediction for Short Videos: Methods and Results
Dasong Li,
Sizhuo Ma,
Hang Hua,
Wenjie Li,
Jian Wang,
Chris Wei Zhou,
Fengbin Guan,
Xin Li,
Zihao Yu,
Yiting Lu,
Ru-Ling Liao,
Yan Ye,
Zhibo Chen,
Wei Sun,
Linhan Cao,
Yuqin Cao,
Weixia Zhang,
Wen Wen,
Kaiwei Zhang,
Zijian Chen,
Fangfang Lu,
Xiongkuo Min,
Guangtao Zhai,
Erjia Xiao,
Lingfeng Zhang,
Zhenjie Su,
Hao Cheng,
Yu Liu,
Renjing Xu,
Long Chen,
Xiaoshuai Hao,
Zhenpeng Zeng,
Jianqin Wu,
Xuxu Wang,
Qian Yu,
Bo Hu,
Weiwei Wang,
Pinxin Liu,
Yunlong Tang,
Luchuan Song,
Jinxi He,
Jiarui Wu,
Hanjia Lyu
[pdf] [arXiv]
[bibtex]
@InProceedings{Li_2025_ICCV, author = {Li, Dasong and Ma, Sizhuo and Hua, Hang and Li, Wenjie and Wang, Jian and Zhou, Chris Wei and Guan, Fengbin and Li, Xin and Yu, Zihao and Lu, Yiting and Liao, Ru-Ling and Ye, Yan and Chen, Zhibo and Sun, Wei and Cao, Linhan and Cao, Yuqin and Zhang, Weixia and Wen, Wen and Zhang, Kaiwei and Chen, Zijian and Lu, Fangfang and Min, Xiongkuo and Zhai, Guangtao and Xiao, Erjia and Zhang, Lingfeng and Su, Zhenjie and Cheng, Hao and Liu, Yu and Xu, Renjing and Chen, Long and Hao, Xiaoshuai and Zeng, Zhenpeng and Wu, Jianqin and Wang, Xuxu and Yu, Qian and Hu, Bo and Wang, Weiwei and Liu, Pinxin and Tang, Yunlong and Song, Luchuan and He, Jinxi and Wu, Jiarui and Lyu, Hanjia}, title = {VQualA 2025 Challenge on Engagement Prediction for Short Videos: Methods and Results}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3391-3401} }

PKU-AIGIQA-4K: A Perceptual Quality Assessment Database for Both Text-to-Image and Image-to-Image AI-Generated Images
Jiquan Yuan,
Jihe Li,
Fanyi Yang,
Xinyan Cao,
Jinming Che,
Jinlong Lin,
Xixin Cao
[pdf] [supp]
[bibtex]
@InProceedings{Yuan_2025_ICCV, author = {Yuan, Jiquan and Li, Jihe and Yang, Fanyi and Cao, Xinyan and Che, Jinming and Lin, Jinlong and Cao, Xixin}, title = {PKU-AIGIQA-4K: A Perceptual Quality Assessment Database for Both Text-to-Image and Image-to-Image AI-Generated Images}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3331-3340} }

VQualA 2025 Challenge on Image Super-Resolution Generated Content Quality Assessment: Methods and Results
Yixiao Li,
Xin Li,
Chris Wei Zhou,
Shuo Xing,
Hadi Amirpour,
Xiaoshuai Hao,
Guanghui Yue,
Baoquan Zhao,
Weide Liu,
Xiaoyuan Yang,
Zhengzhong Tu,
Xinyu Li,
Chuanbiao Song,
Chenqi Zhang,
Jun Lan,
Huijia Zhu,
Weiqiang Wang,
Xiaoyan Sun,
Shishun Tian,
Dongyang Yan,
Weixia Zhang,
Junlin Chen,
Wei Sun,
Zhihua Wang,
Zhuohang Shi,
Zhizun Luo,
Hang Ouyang,
Tianxin Xiao,
Fan Yang,
Zhaowang Wu,
Kaixin Deng
[pdf] [arXiv]
[bibtex]
@InProceedings{Li_2025_ICCV, author = {Li, Yixiao and Li, Xin and Zhou, Chris Wei and Xing, Shuo and Amirpour, Hadi and Hao, Xiaoshuai and Yue, Guanghui and Zhao, Baoquan and Liu, Weide and Yang, Xiaoyuan and Tu, Zhengzhong and Li, Xinyu and Song, Chuanbiao and Zhang, Chenqi and Lan, Jun and Zhu, Huijia and Wang, Weiqiang and Sun, Xiaoyan and Tian, Shishun and Yan, Dongyang and Zhang, Weixia and Chen, Junlin and Sun, Wei and Wang, Zhihua and Shi, Zhuohang and Luo, Zhizun and Ouyang, Hang and Xiao, Tianxin and Yang, Fan and Wu, Zhaowang and Deng, Kaixin}, title = {VQualA 2025 Challenge on Image Super-Resolution Generated Content Quality Assessment: Methods and Results}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3341-3351} }

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment
Junjie Gao,
Runze Liu,
Yingzhe Peng,
Shujian Yang,
Jin Zhang,
Kai Yang,
Zhiyuan You
[pdf]
[bibtex]
@InProceedings{Gao_2025_ICCV, author = {Gao, Junjie and Liu, Runze and Peng, Yingzhe and Yang, Shujian and Zhang, Jin and Yang, Kai and You, Zhiyuan}, title = {DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3428-3437} }

Hybrid Vision Transformer and Convolutional Neural Network for Super-Resolution Image Quality Assessment
Xinyu Li,
Chuanbiao Song,
Chenqi Zhang,
Jun Lan,
Huijia Zhu,
Weiqiang Wang,
Xiaoyan Sun
[pdf]
[bibtex]
@InProceedings{Li_2025_ICCV, author = {Li, Xinyu and Song, Chuanbiao and Zhang, Chenqi and Lan, Jun and Zhu, Huijia and Wang, Weiqiang and Sun, Xiaoyan}, title = {Hybrid Vision Transformer and Convolutional Neural Network for Super-Resolution Image Quality Assessment}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3323-3330} }

Better Supervised Fine-tuning for VQA: Integer-Only Loss
Baihong Qian,
Haotian Fan,
Wenjie Liao,
Yunqiu Wang,
Tao Li,
Junhui Cui
[pdf] [arXiv]
[bibtex]
@InProceedings{Qian_2025_ICCV, author = {Qian, Baihong and Fan, Haotian and Liao, Wenjie and Wang, Yunqiu and Li, Tao and Cui, Junhui}, title = {Better Supervised Fine-tuning for VQA: Integer-Only Loss}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3303-3312} }

RankCORE: Self-Supervised Ranking-Aware Correlation Optimized Regression for Face Image Quality Assessment
Abhishek Joshi,
Aman Agarwal
[pdf]
[bibtex]
@InProceedings{Joshi_2025_ICCV, author = {Joshi, Abhishek and Agarwal, Aman}, title = {RankCORE: Self-Supervised Ranking-Aware Correlation Optimized Regression for Face Image Quality Assessment}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3466-3474} }

AIGVQA: A Unified Framework for Multi-Dimensional Quality Assessment of AI-Generated Video
Jiarui Wang,
Juntong Wang,
Xiaorong Zhu,
Huiyu Duan,
Guangtao Zhai,
Xiongkuo Min
[pdf]
[bibtex]
@InProceedings{Wang_2025_ICCV, author = {Wang, Jiarui and Wang, Juntong and Zhu, Xiaorong and Duan, Huiyu and Zhai, Guangtao and Min, Xiongkuo}, title = {AIGVQA: A Unified Framework for Multi-Dimensional Quality Assessment of AI-Generated Video}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3383-3390} }

Exploring MLLM in Fine-Grained Visual Quality Comparison with Quality Token
Song Jiang,
Lijuan Jiao,
Yuguang Li,
Pei You,
Hui Li,
Ran Yang,
Feng Zhu,
Sehwan Ki,
Hyong-Euk Lee
[pdf]
[bibtex]
@InProceedings{Jiang_2025_ICCV, author = {Jiang, Song and Jiao, Lijuan and Li, Yuguang and You, Pei and Li, Hui and Yang, Ran and Zhu, Feng and Ki, Sehwan and Lee, Hyong-Euk}, title = {Exploring MLLM in Fine-Grained Visual Quality Comparison with Quality Token}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3475-3485} }

Engagement Prediction of Short Videos with Large Multimodal Models
Wei Sun,
Linhan Cao,
Yuqin Cao,
Weixia Zhang,
Wen Wen,
Kaiwei Zhang,
Zijian Chen,
Fangfang Lu,
Xiongkuo Min,
Guangtao Zhai
[pdf] [arXiv]
[bibtex]
@InProceedings{Sun_2025_ICCV, author = {Sun, Wei and Cao, Linhan and Cao, Yuqin and Zhang, Weixia and Wen, Wen and Zhang, Kaiwei and Chen, Zijian and Lu, Fangfang and Min, Xiongkuo and Zhai, Guangtao}, title = {Engagement Prediction of Short Videos with Large Multimodal Models}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3402-3411} }

Efficient Face Image Quality Assessment via Self-training and Knowledge Distillation
Wei Sun,
Weixia Zhang,
Linhan Cao,
Jun Jia,
Xiangyang Zhu,
Dandan Zhu,
Xiongkuo Min,
Guangtao Zhai
[pdf] [arXiv]
[bibtex]
@InProceedings{Sun_2025_ICCV, author = {Sun, Wei and Zhang, Weixia and Cao, Linhan and Jia, Jun and Zhu, Xiangyang and Zhu, Dandan and Min, Xiongkuo and Zhai, Guangtao}, title = {Efficient Face Image Quality Assessment via Self-training and Knowledge Distillation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3363-3371} }

QualiVision: Multi-Modal Video Quality Assessment with Quality-Aware Fusion and Discriminative Learning Strategies
Ritik Bompilwar,
Saurabh Koshatwar
[pdf]
[bibtex]
@InProceedings{Bompilwar_2025_ICCV, author = {Bompilwar, Ritik and Koshatwar, Saurabh}, title = {QualiVision: Multi-Modal Video Quality Assessment with Quality-Aware Fusion and Discriminative Learning Strategies}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3438-3447} }

Perceptual Classifiers: Detecting Generative Images using Perceptual Features
Krishna Srikar Durbha,
Asvin Kumar Venkataramanan,
Rajesh Sureddi,
Alan Bovik
[pdf] [arXiv]
[bibtex]
@InProceedings{Durbha_2025_ICCV, author = {Durbha, Krishna Srikar and Venkataramanan, Asvin Kumar and Sureddi, Rajesh and Bovik, Alan}, title = {Perceptual Classifiers: Detecting Generative Images using Perceptual Features}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3372-3382} }

MMF-QE: Advanced Multi-Modal Fusion for Quality Assessment and Engagement Prediction in User-Generated Short Videos
Fengbin Guan,
Zihao Yu,
Yiting Lu,
Wei Luo,
Yixin Gao,
Xin Li,
Zhibo Chen
[pdf]
[bibtex]
@InProceedings{Guan_2025_ICCV, author = {Guan, Fengbin and Yu, Zihao and Lu, Yiting and Luo, Wei and Gao, Yixin and Li, Xin and Chen, Zhibo}, title = {MMF-QE: Advanced Multi-Modal Fusion for Quality Assessment and Engagement Prediction in User-Generated Short Videos}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3458-3465} }

A Lightweight Ensemble-Based Face Image Quality Assessment Method with Correlation-Aware Loss
Mohammadali Hamidi,
Hadi Amirpour,
Luigi Atzori,
Christian Timmerer
[pdf] [arXiv]
[bibtex]
@InProceedings{Hamidi_2025_ICCV, author = {Hamidi, Mohammadali and Amirpour, Hadi and Atzori, Luigi and Timmerer, Christian}, title = {A Lightweight Ensemble-Based Face Image Quality Assessment Method with Correlation-Aware Loss}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3420-3427} }

VQualA 2025 Challenge on Face Image Quality Assessment: Methods and Results
Sizhuo Ma,
Wei-Ting Chen,
Qiang Gao,
Jian Wang,
Chris Wei Zhou,
Wei Sun,
Weixia Zhang,
Linhan Cao,
Jun Jia,
Xiangyang Zhu,
Dandan Zhu,
Xiongkuo Min,
Guangtao Zhai,
Baoying Chen,
Xiongwei Xiao,
Jishen Zeng,
Wei Wu,
Tiexuan Lou,
Yuchen Tan,
Chunyi Song,
Zhiwei Xu,
MohammadAli Hamidi,
Hadi Amirpour,
Mingyin Bai,
Jiawang Du,
Zhenyu Jiang,
Zilong Lu,
Ziguan Cui,
Zongliang Gan,
Xinpeng Li,
Shiqi Jiang,
Chenhui Li,
Changbo Wang,
Weijun Yuan,
Zhan Li,
Yihang Chen,
Yifan Deng,
Ruting Deng,
Zhanglu Chen,
Boyang Yao,
Shuling Zheng,
Feng Zhang,
Zhiheng Fu,
Abhishek Joshi,
Aman Agarwal,
Rakhil Immidisetti,
Ajay Narasimha Mopidevi,
Vishwajeet Shukla,
Hao Yang,
Ruikun Zhang,
Liyuan Pan,
Kaixin Deng,
Hang Ouyang,
Fan Yang,
Zhizun Luo,
Zhuohang Shi,
Songning Lai,
Weilin Ruan,
Yutao Yue
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Ma_2025_ICCV, author = {Ma, Sizhuo and Chen, Wei-Ting and Gao, Qiang and Wang, Jian and Zhou, Chris Wei and Sun, Wei and Zhang, Weixia and Cao, Linhan and Jia, Jun and Zhu, Xiangyang and Zhu, Dandan and Min, Xiongkuo and Zhai, Guangtao and Chen, Baoying and Xiao, Xiongwei and Zeng, Jishen and Wu, Wei and Lou, Tiexuan and Tan, Yuchen and Song, Chunyi and Xu, Zhiwei and Hamidi, MohammadAli and Amirpour, Hadi and Bai, Mingyin and Du, Jiawang and Jiang, Zhenyu and Lu, Zilong and Cui, Ziguan and Gan, Zongliang and Li, Xinpeng and Jiang, Shiqi and Li, Chenhui and Wang, Changbo and Yuan, Weijun and Li, Zhan and Chen, Yihang and Deng, Yifan and Deng, Ruting and Chen, Zhanglu and Yao, Boyang and Zheng, Shuling and Zhang, Feng and Fu, Zhiheng and Joshi, Abhishek and Agarwal, Aman and Immidisetti, Rakhil and Mopidevi, Ajay Narasimha and Shukla, Vishwajeet and Yang, Hao and Zhang, Ruikun and Pan, Liyuan and Deng, Kaixin and Ouyang, Hang and Yang, Fan and Luo, Zhizun and Shi, Zhuohang and Lai, Songning and Ruan, Weilin and Yue, Yutao}, title = {VQualA 2025 Challenge on Face Image Quality Assessment: Methods and Results}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3448-3457} }

Understanding Perceptual Quality in CCTV Images: A Benchmark Dataset and Entropy-based Insights
Yujin Han,
Jiwoo Kang,
Sanghoon Lee,
Taewan Kim
[pdf]
[bibtex]
@InProceedings{Han_2025_ICCV, author = {Han, Yujin and Kang, Jiwoo and Lee, Sanghoon and Kim, Taewan}, title = {Understanding Perceptual Quality in CCTV Images: A Benchmark Dataset and Entropy-based Insights}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3412-3419} }