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Frontier Vision Lab

Publications

Image Restoration

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Luwei Tu, Jiawei Wu, Xing Luo, Zhi Jin*, Xiaochun Cao
Unifying Heterogeneous Degradations: Uncertainty-Aware Diffusion Bridge Model for All-in-One Image Restoration
International Conference on Machine Learning (ICML) 2026.
[paper] [code]

Jiawei Wu, Yikun Ma, Wenqi Ren, Zhi Jin*, Xiaochun Cao
FreeDehaze: Towards Training-free Real-world Image Dehazing via Diffusion Degradation Prior
IEEE Transactions on Image Processing (TIP) 2026.
[paper] [code]

Jiawei Wu, Luwei Tu, Zhe Wang, Zhi Jin*, Kaihao Zhang, Wenqi Ren, Xiaochun Cao
Virtual Consistency Model for All-in-one Image Restoration
IEEE Transactions on Image Processing (TIP) 2026.
[paper] [code]

Jiawei Wu, Zhifei Yang, Zhe Wang, Zhi Jin
Gradient as Conditions: Rethinking HOG for All-in-one Image Restoration
AAAI Conference on Artificial Intelligence (AAAI) 2026.
[paper] [code]

Dandan Zhan, Jiahao Wu, Xing Luo, Zhi Jin*
Learning from Text: A Multimodal Face Inpainting Network for Irregular Holes
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT) 2024.
[paper] [code]

Jie Xiao, Dandan Zhan, Haoran Qi, Zhi Jin*
When Face Completion Meets Irregular Holes: an Attributes Guided Deep Inpainting Network
Proceedings of the 28th ACM International Conference on Multimedia (ACM MM) 2021.
[paper] [code]