CCPrune: Collaborative channel pruning for learning compact convolutional networks

被引:0
|
作者
Chen, Yanming [1 ]
Wen, Xiang [1 ]
Zhang, Yiwen [1 ]
Shi, Weisong [2 ]
机构
[1] Key Laboratory of Intelligent Computing and Signal Processing of Ministry of Education, School of Compute Science and Technology, Anhui University, Hefei, China
[2] Department of Computer Science, Wayne State University, Detroit,MI, United States
基金
中国国家自然科学基金;
关键词
Channel pruning - Convolutional networks - Convolutional neural network - Model compression - Network inference - Pruning methods - Resourceconstrained devices - Scaling factors - Single structure - Use statistics;
D O I
暂无
中图分类号
学科分类号
摘要
56
引用
收藏
页码:35 / 45
相关论文
共 50 条
  • [21] Filter pruning by image channel reduction in pre-trained convolutional neural networks
    Gi Su Chung
    Chee Sun Won
    Multimedia Tools and Applications, 2021, 80 : 30817 - 30826
  • [22] Filter pruning by image channel reduction in pre-trained convolutional neural networks
    Chung, Gi Su
    Won, Chee Sun
    MULTIMEDIA TOOLS AND APPLICATIONS, 2021, 80 (20) : 30817 - 30826
  • [23] Iterative clustering pruning for convolutional neural networks
    Chang, Jingfei
    Lu, Yang
    Xue, Ping
    Xu, Yiqun
    Wei, Zhen
    KNOWLEDGE-BASED SYSTEMS, 2023, 265
  • [24] Leveraging Structured Pruning of Convolutional Neural Networks
    Tessier, Hugo
    Gripon, Vincent
    Leonardon, Mathieu
    Arzel, Matthieu
    Bertrand, David
    Hannagan, Thomas
    2022 IEEE WORKSHOP ON SIGNAL PROCESSING SYSTEMS (SIPS), 2022, : 174 - 179
  • [25] Flattening Layer Pruning in Convolutional Neural Networks
    Jeczmionek, Ernest
    Kowalski, Piotr A.
    SYMMETRY-BASEL, 2021, 13 (07):
  • [26] Structured Pruning of Deep Convolutional Neural Networks
    Anwar, Sajid
    Hwang, Kyuyeon
    Sung, Wonyong
    ACM JOURNAL ON EMERGING TECHNOLOGIES IN COMPUTING SYSTEMS, 2017, 13 (03)
  • [27] Differentiable Mask for Pruning Convolutional and Recurrent Networks
    Ramakrishnan, Ramchalam Kinattinkara
    Sari, Eyyub
    Nia, Vahid Partovi
    2020 17TH CONFERENCE ON COMPUTER AND ROBOT VISION (CRV 2020), 2020, : 222 - 229
  • [28] PSE-Net: Channel pruning for Convolutional Neural Networks with parallel-subnets estimator
    Wang, Shiguang
    Xie, Tao
    Liu, Haijun
    Zhang, Xingcheng
    Cheng, Jian
    NEURAL NETWORKS, 2024, 174
  • [29] Gradual Channel Pruning While Training Using Feature Relevance Scores for Convolutional Neural Networks
    Aketi, Sai Aparna
    Roy, Sourjya
    Raghunathan, Anand
    Roy, Kaushik
    IEEE ACCESS, 2020, 8 : 171924 - 171932
  • [30] Activation Pruning of Deep Convolutional Neural Networks
    Ardakani, Arash
    Condo, Carlo
    Gross, Warren J.
    2017 IEEE GLOBAL CONFERENCE ON SIGNAL AND INFORMATION PROCESSING (GLOBALSIP 2017), 2017, : 1325 - 1329