Target-aware Dual Adversarial Learning and a Multi-scenario Multi-Modality Benchmark to Fuse Infrared and Visible for Object Detection. - Jinyuan Liu 001; Xin Fan 001; Zhanbo Huang; Guanyao Wu; Risheng Liu; Wei Zhong; Zhongxuan Luo (CVPR, 2022)

Learn to Search a Lightweight Architecture for Target-Aware Infrared and Visible Image Fusion. - Jinyuan Liu 001; Yuhui Wu; Guanyao Wu; Risheng Liu; Xin Fan 001 (IEEE Signal Process. Lett., 2022)

Multi-interactive Feature Learning and a Full-time Multi-modality Benchmark for Image Fusion and Segmentation. - Jinyuan Liu 001; Zhu Liu 004; Guanyao Wu; Long Ma 002; Risheng Liu; Wei Zhong; Zhongxuan Luo; Xin Fan 001 (ICCV, 2023)

Bi-level Dynamic Learning for Jointly Multi-modality Image Fusion and Beyond. - Zhu Liu 004; Jinyuan Liu 001; Guanyao Wu; Long Ma 002; Xin Fan 001; Risheng Liu (IJCAI, 2023)

Embracing Compact and Robust Architectures for Multi-Exposure Image Fusion. - Zhu Liu 004; Jinyuan Liu 001; Guanyao Wu; Xin Fan 001; Risheng Liu (CoRR, 2023)

HoLoCo: Holistic and local contrastive learning network for multi-exposure image fusion. - Jinyuan Liu 001; Guanyao Wu; Junsheng Luan; Zhiying Jiang; Risheng Liu; Xin Fan 001 (Inf. Fusion, 2023)

A unified image fusion framework with flexible bilevel paradigm integration. - Jinyuan Liu 001; Zhiying Jiang; Guanyao Wu; Risheng Liu; Xin Fan 001 (Vis. Comput., 2023)

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)

Where Elegance Meets Precision: Towards a Compact, Automatic, and Flexible Framework for Multi-modality Image Fusion and Applications. - Jinyuan Liu 001; Guanyao Wu; Zhu Liu 004; Long Ma 002; Risheng Liu; Xin Fan 001 (IJCAI, 2024)

Leveraging a self-adaptive mean teacher model for semi-supervised multi-exposure image fusion. - Qianjun Huang; Guanyao Wu; Zhiying Jiang; Wei Fan 011; Bin Xu 003; Jinyuan Liu 001 (Inf. Fusion, 2024)

Searching a Compact Architecture for Robust Multi-Exposure Image Fusion. - Zhu Liu 004; Jinyuan Liu 001; Guanyao Wu; Zihang Chen; Xin Fan 001; Risheng Liu (IEEE Trans. Circuits Syst. Video Technol., 2024)

Learning to Search a Lightweight Generalized Network for Medical Image Fusion. - Pan Mu; Guanyao Wu; Jinyuan Liu 001; Yuduo Zhang; Xin Fan 001; Risheng Liu (IEEE Trans. Circuits Syst. Video Technol., 2024)

CoCoNet: Coupled Contrastive Learning Network with Multi-level Feature Ensemble for Multi-modality Image Fusion. - Jinyuan Liu 001; Runjia Lin; Guanyao Wu; Risheng Liu; Zhongxuan Luo; Xin Fan 001 (Int. J. Comput. Vis., 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)

Infrared and Visible Image Fusion: From Data Compatibility to Task Adaption. - Jinyuan Liu 001; Guanyao Wu; Zhu Liu 004; Di Wang 018; Zhiying Jiang; Long Ma 002; Wei Zhong; Xin Fan 001; Risheng Liu (IEEE Trans. Pattern Anal. Mach. Intell., 2025)