Descriptive Image Quality Assessment in the Wild. - Zhiyuan You; Jinjin Gu; Zheyuan Li; Xin Cai; Kaiwen Zhu 001; Tianfan Xue; Chao Dong 005 (CoRR, 2024)

An Intelligent Agentic System for Complex Image Restoration Problems. - Kaiwen Zhu 001; Jinjin Gu; Zhiyuan You; Yu Qiao 001; Chao Dong 005 (ICLR, 2025)

Enhancing Descriptive Image Quality Assessment With a Large-Scale Multi-Modal Dataset. - Zhiyuan You; Jinjin Gu; Xin Cai; Zheyuan Li; Kaiwen Zhu 001; Chao Dong 005; Tianfan Xue (IEEE Trans. Image Process., 2025)

Lumina-OmniLV: A Unified Multimodal Framework for General Low-Level Vision. - Yuandong Pu; Le Zhuo; Kaiwen Zhu 001; Liangbin Xie; Wenlong Zhang; Xiangyu Chen 006; Peng Gao 007; Yu Qiao 001; Chao Dong 005; Yihao Liu 001 (CoRR, 2025)

ArtiMuse: Fine-Grained Image Aesthetics Assessment with Joint Scoring and Expert-Level Understanding. - Shuo Cao; Nan Ma; Jiayang Li 004; Xiaohui Li; Lihao Shao; Kaiwen Zhu 001; Yu Zhou; Yuandong Pu; Jiarui Wu; Jiaquan Wang; Bo Qu; Wenhai Wang; et al. (CoRR, 2025)

Exploring Scalable Unified Modeling for General Low-Level Vision. - Xiangyu Chen 006; Kaiwen Zhu 001; Yuandong Pu; Shuo Cao; Xiaohui Li; Wenlong Zhang; Yihao Liu 001; Yu Qiao 001; Jiantao Zhou 001; Chao Dong 005 (CoRR, 2025)

Lumina-DiMOO: An Omni Diffusion Large Language Model for Multi-Modal Generation and Understanding. - Yi Xin 003; Qi Qin; Siqi Luo; Kaiwen Zhu 001; Juncheng Yan; Yan Tai; Jiayi Lei; Yuewen Cao; Keqi Wang; Yibin Wang; Jinbin Bai; Qian Yu; et al. (CoRR, 2025)

PICABench: How Far Are We from Physically Realistic Image Editing? - Yuandong Pu; Le Zhuo; Songhao Han; Jinbo Xing; Kaiwen Zhu 001; Shuo Cao; Bin Fu; Si Liu 001; Hongsheng Li 001; Yu Qiao 001; Wenlong Zhang; Xi Chen 072; et al. (CoRR, 2025)

dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models. - Yi Xin 003; Siqi Luo; Qi Qin; Haoxing Chen; Kaiwen Zhu 001; Zhiwei Zhang; Yangfan He; Rongchao Zhang; Jinbin Bai; Shuo Cao; Bin Fu; Junjun He; et al. (CoRR, 2025)

UniPercept: Towards Unified Perceptual-Level Image Understanding across Aesthetics, Quality, Structure, and Texture. - Shuo Cao; Jiayang Li 004; Xiaohui Li; Yuandong Pu; Kaiwen Zhu 001; Yuanting Gao; Siqi Luo; Yi Xin 003; Qi Qin; Yu Zhou; Xiangyu Chen 006; Wenlong Zhang; et al. (CoRR, 2025)

Revisiting the generalization problem of low-level vision models through the lens of image deraining. - Jinfan Hu; Zhiyuan You; Jinjin Gu; Kaiwen Zhu 001; Tianfan Xue; Chao Dong 005 (Pattern Recognit., 2026)

Accelerating Masked Image Generation by Learning Latent Controlled Dynamics. - Kaiwen Zhu 001; Quansheng Zeng; Yuandong Pu; Shuo Cao; Xiaohui Li; Yi Xin 003; Qi Qin; Jiayang Li 004; Yu Qiao 001; Jinjin Gu; Yihao Liu 001 (CoRR, 2026)

StableI2I: Spotting Unintended Changes in Image-to-Image Transition. - Jiayang Li 004; Shuo Cao; Xiaohui Li; Zhizhen Zhang; Kaiwen Zhu 001; Yule Duan; Yu Qiao 001; Jian Zhang; Yihao Liu 001 (CoRR, 2026)