A Two-Stage Adverse Weather Semantic Segmentation Method for WeatherProof Challenge CVPR 2024 Workshop UG2+. - Jianzhao Wang; Yanyan Wei; Dehua Hu; Yilin Zhang 012; Shengeng Tang; Dan Guo 001; Zhao Zhang 001 (CoRR, 2024)

NTIRE 2025 Image Shadow Removal Challenge Report. - Florin-Alexandru Vasluianu; Tim Seizinger; Zhuyun Zhou; Cailian Chen; Zongwei Wu; Radu Timofte; Mingjia Li 001; Jin Hu; Hainuo Wang; Hengxing Liu; Jiarui Wang; Qiming Hu; et al. (CVPR Workshops, 2025)

From Outline to Detail: An Hierarchical End-to-end Framework for Coherent and Consistent Visual Novel Generation and Assembly. - Yilin Zhang 012; Yanyan Wei; Zhao Zhang 001; Jicong Fan 001; Haijun Zhang 002; Shuicheng Yan (ACM Multimedia, 2025)

Leveraging vision-language prompts for real-world image restoration and enhancement. - Yanyan Wei; Yilin Zhang 012; Kun Li 008; Fei Wang 067; Shengeng Tang; Zhao Zhang 001 (Comput. Vis. Image Underst., 2025)

IAMAgent: Toward an Interactive and Adaptive Multi-Agent System for Image Restoration. - Yanyan Wei; Yilin Zhang 012; Huan Zheng; Jiahuan Ren; Xiaogang Xu 002; Zenglin Shi; Zhao Zhang 001; Meng Wang 001 (IEEE Trans. Image Process., 2026)