Hybrid-Supervised Dual-Search: Leveraging Automatic Learning for Loss-Free Multi-Exposure Image Fusion. - Guanyao Wu; Hongming Fu; Jinyuan Liu 001; Long Ma 002; Xin Fan 001; Risheng Liu (AAAI, 2024)

Segmentation-Driven Infrared and Visible Image Fusion Via Transformer-Enhanced Architecture Searching. - Hongming Fu; Guanyao Wu; Zhu Liu 004; Tiantian Yan; Jinyuan Liu 001 (ICASSP, 2024)

Every SAM Drop Counts: Embracing Semantic Priors for Multi-Modality Image Fusion and Beyond. - Guanyao Wu; Haoyu Liu; Hongming Fu; Yichuan Peng; Jinyuan Liu 001; Xin Fan 001; Risheng Liu (CVPR, 2025)

MergeIT: From Selection to Merging for Efficient Instruction Tuning. - Hongyi Cai; Yuqian Fu; Hongming Fu; Bo Zhao (CoRR, 2025)