会议论文

Li, P

英文

Lecture Notes in Computer Science

0302-9743

2023

13841

602-617

16th Asian Conference on Computer Vision (ACCV)

Lecture Notes in Computer Science

DEC 04-08, 2022

Macao, PEOPLES R CHINA

[Kang, Xiatao;Li, Ping;Yao, Jiayi] Changsha Univ Sci & Technol, Sch Comp & Commun Engn, Changsha, Peoples R China.^[Li, Chengxi] Xidian Univ, Sch Comp, Xian, Peoples R China.^[Li, Ping] Hunan Prov Key Lab Intelligent Proc Big Data Tran, Changsha, Peoples R China.

Gall, J Chin, TJ Sato, I Chellappa, R Wang, L

GEWERBESTRASSE 11, CHAM, CH-6330, SWITZERLAND

SPRINGER INTERNATIONAL PUBLISHING AG

978-3-031-26318-7; 978-3-031-26319-4

10.1007/978-3-031-26319-4_36

Hunan Provincial Key Laboratory of Intelligent Processing of Big Data on Transp

本校为第一且通讯机构

Pruning on neural networks before training not only compresses the original models, but also accelerates the network training phase, which has substantial application value. The current work focuses on fine-grained pruning, which uses metrics to calculate weight scores for weight screening, and extends from the initial single-order pruning to iterative pruning. Through these works, we argue that network pruning can be summarized as an expressive force transfer process of weights, where the reserved weights will take on the expressive force from the removed ones for the purpose of maintaining t...