21. RA-Det: Towards Universal Detection of AI-Generated Images via Robustness Asymmetry
Xinchang Wang, Yunhao Chen, Yuechen Zhang, Congcong Bian, Zihao Guo, Xingjun Ma, Hui Li*
Forty-third International Conference on Machine Learning (ICML 2026), 2026.
[paper][arxiv][code]

20. Text-Driven Fusion for Infrared and Visible Images: Achieving Image Scene Adaptation on Hyperbolic Space
Huan Kang, Hui Li, Tianyang Xu, Tao Zhou, Xiaojun Wu*, Josef Kittler
Forty-third International Conference on Machine Learning (ICML 2026), 2026.
[paper][arxiv][code]

19. FusionRegister: Every Infrared and Visible Image Fusion Deserves Registration
Congcong Bian, Haolong Ma, Hui Li*, Zhongwei Shen, Xiaoqing Luo, Xiaoning Song, Xiao-Jun Wu
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2026), 2026: 41551-41561.
🏆 CVPR Compute Transparency Champion Award
[paper][arxiv][code]

18. Beyond Strict Pairing: Arbitrarily Paired Training for High-Performance Infrared and Visible Image Fusion
Yanglin Deng, Tianyang Xu*, Chunyang Cheng, Hui Li, Xiao-jun Wu, Josef Kittler
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2026), 2026: 12334-12343.
[paper][arxiv][code]

17. DTS2: A Decoupled Two-Stage Semantic Alignment Framework for Nighttime Infrared and Visible Image Fusion
Ziyang Liu, Hui Li*, Chunyang Cheng, Zhongwei Shen, Xiaoqing Luo, Gulimila Kezierbieke, Xiaoning Song, Xiaojun Wu
IEEE International Conference on Multimedia and Expo 2026 (ICME 2026), 2026.
[paper][arxiv][code]

16. CMDiff: Cross Modality Guided Thermal Super-Resolution with Diffusion Models
Jiangcong Xu, Hui Li*, Chunyang Cheng, Zhongwei Shen, Xiaoqing Luo, Gulimila Kezierbieke, Xiaoning Song, Xiaojun Wu
IEEE World Congress on Computational Intelligence 2026 (IEEE/INNS IJCNN 2026), 2026.
[paper][arxiv][code]

15. Revisiting Generative Infrared and Visible Image Fusion Based on Human Cognitive Laws
Lin Guo, Xiaoqing Luo, Wei Xie, Zhancheng Zhang, Hui Li, Rui Wang, Zhenhua Feng, Xiaoning Song
The Thirty-ninth Annual Conference on Neural Information Processing Systems (NeurIPS 2025), 2025.
[paper][arxiv][code]

14. One Model for ALL: Low-Level Task Interaction Is a Key to Task-Agnostic Image Fusion
Chunyang Cheng, Tianyang Xu, Zhenhua Feng, Xiaojun Wu*, Zhangyong Tang, Hui Li, Zeyang Zhang, Sara Atito, Muhammad Awais, Josef Kittler
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2025), 2025: 28102-28112.
[paper][arxiv][code]

13. MambaGuard: A CLIP-Mamba Approach for OOD Generated Image Detection
Xinchang Wang, Yuechen Zhang, Zihao Guo, Wenyao Qiu, Chunyang Cheng, Hui Li*
Chinese Conference on Pattern Recognition and Computer Vision (PRCV 2025). 02 January 2026, Lecture Notes in Computer Science, vol 16275. Springer, Singapore. .
[paper][arxiv][code]

12. SMFuse: Two-Stage Structural Map Aware Network for Multi-focus Image Fusion
Tianyu Shen, Hui Li*, Chunyang Cheng, Zhongwei Shen, and Xiaoning Song
The 27th International Conference on Pattern Recognition (ICPR 2024), December 01-05, 2024, Kolkata, India.
[paper][arxiv][code]

11. IFFusion: Illumination-free Fusion Network for Infrared and Visible Images
Chengcheng Song, Hui Li, Tianyang Xu, Zeyang Zhang, and Xiao-Jun Wu*
The 27th International Conference on Pattern Recognition (ICPR 2024), December 01-05, 2024, Kolkata, India.
[paper][arxiv][code]

10. CoMoFusion: Fast and High-quality Fusion of Infrared and Visible Image with Consistency Model
Zhiming Meng, Hui Li*, Zeyang Zhang, Zhongwei Shen, Yunlong Yu, Xiaoning Song, Xiaojun Wu
The 7th Chinese Conference on Pattern Recognition and Computer Vision (PRCV 2024), October 18-20, 2024, Urumqi, China.
[paper][arxiv][code]

9. TandemFuse: An Intra-and Inter-Modal Fusion Strategy for RGB-T Tracking
Xinyang Zhou, Hui Li*
The 2024 2nd Asia Conference on Computer Vision, Image Processing and Pattern Recognition (CVIPPR 2024), Apirl 26-28, 2024, Xiamen, China.
[paper][arxiv][code]

8. LE2Fusion: A novel local edge enhancement module for infrared and visible image fusion
Yongbiao Xiao, Hui Li*, Chunyang Cheng, Xiaoning Song
International Conference on Image and Graphics (ICIG 2023), 29 October 2023, Nanjing, China.
[paper][arxiv][code]

7. D2-LRR: A Medical Image Fusion Method based on Dual-decomposed MDLatLRR
Xu Song, Tianyu Shen, Hui Li*, Xiao-Jun Wu
International Conference on Machine Vision, Image Processing & Imaging Technology (MVIPIT 2023), 24 September 2023, Hangzhou, Zhejiang, China.
[paper][arxiv][code]

6. Res2NetFuse: A Fusion Method for Infrared and Visible Images
Xu Song, Yongbiao Xiao, Hui Li*, Xiao-Jun Wu, Jun Sun, Valsile Palade
International Conference on Machine Vision, Image Processing & Imaging Technology (MVIPIT 2023), 24 September 2023, Hangzhou, Zhejiang, China.
[paper][arxiv][code]

5. MSC-Fuse: An Unsupervised Multi-scale Convolutional Fusion Framework for Infrared and Visible Image
Guo-Yang Chen, Xiao-Jun Wu* , Hui Li, Tian-Yang Xu
International Conference on Image and Graphics (ICIG 2021), 30 September 2021, Haikou, China. Lecture Notes in Computer Science, vol 12888. Springer, Cham.
[paper][code]

4. Subspace Clustering via Joint Unsupervised Feature Selection
Wenhua Dong, Xiao-Jun Wu* , Hui Li, Zhen-Hua Feng, Josef Kittler
IEEE International Conference on Pattern Recognition (ICPR 2020), 2021, Page(s): 3892 - 3898. Beijing, China.
[paper][code]

3. MSDNet for Medical Image Fusion
Xu Song, Xiao-Jun Wu* , Hui Li
International Conference on Image and Graphics (ICIG 2019), 28 November 2019, Beijing, China. Lecture Notes in Computer Science, vol 11902. Springer, Cham.
[paper][code]

2. Infrared and Visible Image Fusion using a Deep Learning Framework
Hui Li, Xiao-Jun Wu* , Josef Kittler
IEEE International Conference on Pattern Recognition (ICPR 2018), 2018, Page(s):2705 - 2710. Beijing, China.
[paper][arxiv][code]

1. Multi-focus Image Fusion Using Dictionary Learning and Low-Rank Representation
Hui Li, Xiao-Jun Wu*
International Conference on Image and Graphics (ICIG 2017), Shanghai, China. Springer, Cham, 2017: 675 - 686.
[paper][arxiv][code]