Unsupervised Monocular Depth Estimation Based on Dual Attention Mechanism and Depth-Aware Loss. - Xinchen Ye; Mingliang Zhang 002; Rui Xu 002; Wei Zhong; Xin Fan 001; Zhu Liu 004; Jiaao Zhang (ICME, 2019)

Coupling Principled Refinement with Bi-Directional Deep Estimation for Robust Deformable 3D Medical Image Registration. - Yuxi Zhang 001; Risheng Liu; Zi Li; Zhu Liu 004; Xin Fan 001; Zhongxuan Luo (ISBI, 2020)

Learning Optimization-inspired Image Propagation with Control Mechanisms and Architecture Augmentations for Low-level Vision. - Risheng Liu; Zhu Liu 004; Pan Mu; Zhouchen Lin; Xin Fan 001; Zhongxuan Luo (CoRR, 2020)

Searching a Hierarchically Aggregated Fusion Architecture for Fast Multi-Modality Image Fusion. - Risheng Liu; Zhu Liu 004; Jinyuan Liu 001; Xin Fan 001 (ACM Multimedia, 2021)

Latency-Constrained Spatial-Temporal Aggregated Architecture Search for Video Deraining. - Zhu Liu 004; Long Ma 002; Risheng Liu; Xin Fan 001; Zhongxuan Luo; Yuduo Zhang (PRCV (3), 2021)

Learning to Discover a Unified Architecture for Low-Level Vision. - Zhu Liu 004; Long Ma 002; Risheng Liu; Xin Fan 001 (IEEE Signal Process. Lett., 2021)

Triple-Level Model Inferred Collaborative Network Architecture for Video Deraining. - Pan Mu; Zhu Liu 004; Yaohua Liu; Risheng Liu; Xin Fan 001 (IEEE Trans. Image Process., 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)

Bilevel Generative Learning for Low-Light Vision. - Yingchi Liu; Zhu Liu 004; Long Ma 002; Jinyuan Liu 001; Xin Fan 001; Zhongxuan Luo; Risheng Liu (ACM Multimedia, 2023)

PAIF: Perception-Aware Infrared-Visible Image Fusion for Attack-Tolerant Semantic Segmentation. - Zhu Liu 004; Jinyuan Liu 001; Benzhuang Zhang; Long Ma 002; Xin Fan 001; Risheng Liu (ACM Multimedia, 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)

Enhancing Infrared Small Target Detection Robustness with Bi-Level Adversarial Framework. - Zhu Liu 004; Zihang Chen; Jinyuan Liu 001; Long Ma 002; Xin Fan 001; Risheng Liu (CoRR, 2023)

Learn from the Past: A Proxy based Adversarial Defense Framework to Boost Robustness. - Yaohua Liu; Jiaxin Gao; Zhu Liu 004; Xianghao Jiao; Xin Fan 001; Risheng Liu (CoRR, 2023)

Breaking Free From Fusion Rule: A Fully Semantic-Driven Infrared and Visible Image Fusion. - Yuhui Wu; Zhu Liu 004; Jinyuan Liu 001; Xin Fan 001; Risheng Liu (IEEE Signal Process. Lett., 2023)

Optimization-Inspired Learning With Architecture Augmentations and Control Mechanisms for Low-Level Vision. - Risheng Liu; Zhu Liu 004; Pan Mu; Xin Fan 001; Zhongxuan Luo (IEEE Trans. Image Process., 2023)

Local Contrast Prior-Guided Cross Aggregation Model for Effective Infrared Small Target Detection. - Zihang Chen; Zhu Liu 004; Jinyuan Liu 001 (ICASSP, 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)

Moreau Envelope for Nonconvex Bi-Level Optimization: A Single-Loop and Hessian-Free Solution Strategy. - Risheng Liu; Zhu Liu 004; Wei Yao 014; Shangzhi Zeng; Jin Zhang 002 (ICML, 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)

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)

A Task-Guided, Implicitly-Searched and Meta-Initialized Deep Model for Image Fusion. - Risheng Liu; Zhu Liu 004; Jinyuan Liu 001; Xin Fan 001; Zhongxuan Luo (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

DEAL: Data-Efficient Adversarial Learning for High-Quality Infrared Imaging. - Zhu Liu 004; Zijun Wang; Jinyuan Liu 001; Fanqi Meng; Long Ma 002; 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)