Search Results for author: Shaopeng Guo

Found 4 papers, 2 papers with code

Differentiable Network Adaption with Elastic Search Space

no code implementations30 Mar 2021 Shaopeng Guo, Yujie Wang, Kun Yuan, Quanquan Li

In this paper we propose a novel network adaption method called Differentiable Network Adaption (DNA), which can adapt an existing network to a specific computation budget by adjusting the width and depth in a differentiable manner.

Neural Architecture Search

Incorporating Convolution Designs into Visual Transformers

3 code implementations ICCV 2021 Kun Yuan, Shaopeng Guo, Ziwei Liu, Aojun Zhou, Fengwei Yu, Wei Wu

Motivated by the success of Transformers in natural language processing (NLP) tasks, there emerge some attempts (e. g., ViT and DeiT) to apply Transformers to the vision domain.

Image Classification

DMCP: Differentiable Markov Channel Pruning for Neural Networks

1 code implementation CVPR 2020 Shaopeng Guo, Yujie Wang, Quanquan Li, Junjie Yan

In DMCP, we model the channel pruning as a Markov process, in which each state represents for retaining the corresponding channel during pruning, and transitions between states denote the pruning process.

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