Search Results for author: Zhigeng Pan

Found 5 papers, 2 papers with code

Wnet: Audio-Guided Video Object Segmentation via Wavelet-Based Cross-Modal Denoising Networks

1 code implementation CVPR 2022 Wenwen Pan, Haonan Shi, Zhou Zhao, Jieming Zhu, Xiuqiang He, Zhigeng Pan, Lianli Gao, Jun Yu, Fei Wu, Qi Tian

Audio-Guided video semantic segmentation is a challenging problem in visual analysis and editing, which automatically separates foreground objects from background in a video sequence according to the referring audio expressions.

Denoising Segmentation +3

Student Helping Teacher: Teacher Evolution via Self-Knowledge Distillation

no code implementations1 Oct 2021 Zheng Li, Xiang Li, Lingfeng Yang, Jian Yang, Zhigeng Pan

Knowledge distillation usually transfers the knowledge from a pre-trained cumbersome teacher network to a compact student network, which follows the classical teacher-teaching-student paradigm.

Self-Knowledge Distillation

Online Knowledge Distillation for Efficient Pose Estimation

1 code implementation ICCV 2021 Zheng Li, Jingwen Ye, Mingli Song, Ying Huang, Zhigeng Pan

However, existing pose distillation works rely on a heavy pre-trained estimator to perform knowledge transfer and require a complex two-stage learning procedure.

Knowledge Distillation Pose Estimation

Online Knowledge Distillation via Multi-branch Diversity Enhancement

no code implementations2 Oct 2020 Zheng Li, Ying Huang, Defang Chen, Tianren Luo, Ning Cai, Zhigeng Pan

Extensive experiments proved that our method significantly enhances the diversity among student models and brings better distillation performance.

Image Classification Knowledge Distillation

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