no code implementations • 12 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.
no code implementations • 18 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.
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.
2 code implementations • NeurIPS 2022 • Huiyang Shao, Qianqian Xu, Zhiyong Yang, Shilong Bao, Qingming Huang
sample size and a slow convergence rate, especially for TPAUC.