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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Xin-Bo Gao

h-index 91 View on Semantic Scholar

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Open access Sep 2026

Mixture of Lie-Group Kernels for Equivariance-Inspired Feature Learning.

Deep visual models typically achieve robustness to geometric transformations through extensive data augmentation or increased model capacity, yet these empirical strategies do not guarantee explicitly equivariant or structurally constrained representations. While group-equivariant CNNs provide principled mechanisms for...

Yao-Xian Yang, Guipeng Lan, Shuai Xiao et al. · 0 citations
2026

DiEL: Disentangled Evolutionary Learning for Identity-Preserving Face Enhancement and Recognition

The purpose of face enhancement tasks is to improve the recognition of faces, thus adapting to diverse visualization and recognition demands. However, the performance of the majority methods is drastically degraded under extreme conditions, including large pose variations, low resolution, blur, occlusion, and illuminat...

Jingwei Xin, Tian Yang, Jun Hao et al. · 0 citations

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