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Xiaohui Guan

2 accepted papers

2022

Filter Pruning via Feature Discrimination in Deep Neural Networks

Zhiqiang He, Yaguan Qian, Yuqi Wang, Bin Wang, Xiaohui Guan, Zhaoquan Gu +4
ECCV 2022poster

"Filter pruning is one of the most effective methods to compress deep convolutional networks (CNNs). In this paper, as a key component in filter pruning, We first propose a feature discrimination based filter importance criterion, namely Receptive Field Criterion (RFC). It turns the maximum activati…

Cited by 28Source ↗PDF ↗Scholar ↗
2022

Robust Network Architecture Search via Feature Distortion Restraining

Yaguan Qian, Shenghui Huang, Bin Wang, Xiang Ling, Xiaohui Guan, Zhaoquan Gu +3
ECCV 2022poster

"The vulnerability of DNNs severely limits the application of it in the security-sensitive domains. Most of the existing methods improve the robustness of models from weight optimization, such as adversarial training and regularization. However, the architecture is also a key factor to robustness, w…

Cited by 7Source ↗PDF ↗Scholar ↗