Concepedia

Regularization-based Pruning

Regularization-Based Pruning is a model compression technique within neural network pruning that belongs to the broader category of regularization methods, distinguished by its incorporation of structured or sparsity-inducing penalties during training to progressively steer model weights toward zero, thereby enabling the systematic removal of redundant or less significant parameters.

63

Publications

3.3K

Citations

207

Authors

83

Institutions

Publications per year

2017–2026

47

Parents

Publications

63

Fast ConvNets Using Group-Wise Brain Damage

Vadim Lebedev, Victor Lempitsky · 2016 · 404 citations

, , +14

Structured Pruning for Deep Convolutional Neural Networks: A Survey

Yang He, Lingao Xiao · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2023 · 286 citations

, , +17

Channel Pruning via Automatic Structure Search

Mingbao Lin, Rongrong Ji, Yuxin Zhang et al. · 2020 · 244 citations · Full text

, , +11

Toward Compact ConvNets via Structure-Sparsity Regularized Filter Pruning

Shaohui Lin, Rongrong Ji, Yuchao Li et al. · IEEE Transactions on Neural Networks and Learning Systems · 2019 · 185 citations

, , +16

Pruning Training Sets for Learning of Object Categories

Anelia Angelova, Yaser S. Abu‐Mostafa, Pietro Perona · 2005 · 153 citations

, , +14

1–5 of 63

Authors

207

  1. LK
    Lars Kai Hansen

    Technical University of Denmark, Denmark

    4 publications · 120 citations

    4

    h-index

  2. ZM
    Zelda Mariet

    Massachusetts Institute of Technology, United States

    3 publications · 82 citations

    3

    h-index

  3. NW
    Naiyan Wang

    University of Chinese Academy of Sciences, China

    3 publications · 131 citations

    3

    h-index

  4. JL
    Jan Larsen

    Technical University of Denmark, Denmark

    3 publications · 61 citations

    3

    h-index

  5. RJ
    Rongrong Ji

    Xiamen University, China

    3 publications · 452 citations

    3

    h-index

1–5 of 207

Institutions

83

  1. Technical University of Denmark

    Kongens Lyngby, Denmark

    4 h-index

    15 publications

    384 citations

  2. Northeastern University

    Boston, United States

    4 h-index

    11 publications

    329 citations

  3. Xiamen University

    Xiamen, China

    4 h-index

    11 publications

    1.5K citations

  4. Duke University

    Durham, United States

    3 h-index

    4 publications

    233 citations

  5. Peking University

    Beijing, China

    3 h-index

    5 publications

    396 citations

  6. Chinese Academy of Sciences

    Beijing, China

    3 h-index

    4 publications

    151 citations

  7. University of Alberta

    Edmonton, Canada

    3 h-index

    5 publications

    184 citations

  8. Institute of Computing Technology

    Beijing, China

    2 h-index

    2 publications

    97 citations

1–8 of 83

Venues

  1. arXiv (Cornell University)

    Repository · 14 publications · 451 citations

    11

    h-index

  2. 5

    h-index

  3. IEEE Access

    3 publications · 104 citations

    3

    h-index

  4. IEEE Transactions on Cybernetics

    2 publications · 108 citations

    2

    h-index

  5. 2

    h-index

1–5