Search Results for author: Huiyang Shao

Found 4 papers, 1 papers with code

Towards Demystifying the Generalization Behaviors When Neural Collapse Emerges

no code implementations12 Oct 2023 Peifeng Gao, Qianqian Xu, Yibo Yang, Peisong Wen, Huiyang Shao, Zhiyong Yang, Bernard Ghanem, Qingming Huang

While there have been extensive studies on optimization characteristics showing the global optimality of neural collapse, little research has been done on the generalization behaviors during the occurrence of NC.

A Study of Neural Collapse Phenomenon: Grassmannian Frame, Symmetry and Generalization

no code implementations18 Apr 2023 Peifeng Gao, Qianqian Xu, Peisong Wen, Huiyang Shao, Zhiyong Yang, Qingming Huang

Out of curiosity about the symmetry of Grassmannian Frame, we conduct experiments to explore if models with different Grassmannian Frames have different performance.

Building Bridge Across the Time: Disruption and Restoration of Murals In the Wild

no code implementations ICCV 2023 Huiyang Shao, Qianqian Xu, Peisong Wen, Peifeng Gao, Zhiyong Yang, Qingming Huang

Finally, experimental results support the effectiveness of the proposed framework in terms of both mural synthesis and restoration.

Image Restoration

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