Towards Optimal Structured CNN Pruning via Generative Adversarial Learning

22 March 2019

Liujuan Cao

Papers citing "Towards Optimal Structured CNN Pruning via Generative Adversarial Learning"

50 / 71 papers shown

Title
Playing the Lottery With Concave Regularizers for Sparse Trainable Neural Networks Giulia Fracastoro Sophie M. Fosson Andrea Migliorati G. Calafiore 45 1 0 19 Jan 2025
Filter Pruning For CNN With Enhanced Linear Representation Redundancy Bojue Wang Chun-Xia Ma Bin Liu Nianbo Liu Jinqi Zhu 42 1 0 10 Oct 2023
Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity Lu Yin You Wu Zhenyu Zhang Cheng-Yu Hsieh Yaqing Wang ... Mykola Pechenizkiy Yi Liang Michael Bendersky Zhangyang Wang Shiwei Liu 36 79 0 08 Oct 2023
Differentiable Weight Masks for Domain Transfer Samarth Khanna Skanda Vaidyanath Akash Velu 34 0 0 26 Aug 2023
Filter Pruning for Efficient CNNs via Knowledge-driven Differential Filter Sampler Shaohui Lin Wenxuan Huang Jiao Xie Baochang Zhang Yunhang Shen Zhou Yu Jungong Han David Doermann 25 2 0 01 Jul 2023
Surrogate Lagrangian Relaxation: A Path To Retrain-free Deep Neural Network Pruning Shangli Zhou Mikhail A. Bragin Lynn Pepin Deniz Gurevin Fei Miao Caiwen Ding 24 3 0 08 Apr 2023
Performance-aware Approximation of Global Channel Pruning for Multitask CNNs Hancheng Ye Bo Zhang Tao Chen Jiayuan Fan Bin Wang 32 18 0 21 Mar 2023
Automatic Attention Pruning: Improving and Automating Model Pruning using Attentions Kaiqi Zhao Animesh Jain Ming Zhao 26 10 0 14 Mar 2023
Rewarded meta-pruning: Meta Learning with Rewards for Channel Pruning Athul Shibu Abhishek Kumar Heechul Jung Dong-Gyu Lee 17 1 0 26 Jan 2023
Why is the State of Neural Network Pruning so Confusing? On the Fairness, Comparison Setup, and Trainability in Network Pruning Huan Wang Can Qin Yue Bai Yun Fu 37 20 0 12 Jan 2023
Pruning by Active Attention Manipulation Z. Babaiee Lucas Liebenwein Ramin Hasani Daniela Rus Radu Grosu 24 0 0 20 Oct 2022
Neural Networks Reduction via Lumping Dalila Ressi Riccardo Romanello S. Rossi Carla Piazza 38 4 0 15 Sep 2022
Recurrent Bilinear Optimization for Binary Neural Networks Sheng Xu Yanjing Li Tian Wang Teli Ma Baochang Zhang Peng Gao Yu Qiao Jinhu Lv Guodong Guo MQ 17 14 0 04 Sep 2022
Complexity-Driven CNN Compression for Resource-constrained Edge AI Muhammad Zawish Steven Davy L. Abraham 41 16 0 26 Aug 2022
A One-Shot Reparameterization Method for Reducing the Loss of Tile Pruning on DNNs Yancheng Li Qingzhong Ai Fumihiko Ino 32 0 0 29 Jul 2022
Network Pruning via Feature Shift Minimization Y. Duan Yue Zhou Peng He Qiang Liu Shukai Duan Xiaofang Hu 26 4 0 06 Jul 2022
Revisiting Random Channel Pruning for Neural Network Compression Yawei Li Kamil Adamczewski Wen Li Shuhang Gu Radu Timofte Luc Van Gool 37 84 0 11 May 2022
Attentive Fine-Grained Structured Sparsity for Image Restoration Junghun Oh Heewon Kim Seungjun Nah Chee Hong Jonghyun Choi Kyoung Mu Lee 27 18 0 26 Apr 2022
Compact Model Training by Low-Rank Projection with Energy Transfer K. Guo Zhenquan Lin Xiaofen Xing Fang Liu Xiangmin Xu 40 2 0 12 Apr 2022
CNN Filter DB: An Empirical Investigation of Trained Convolutional Filters Paul Gavrikov J. Keuper AAML 24 31 0 29 Mar 2022
Exploring Linear Feature Disentanglement For Neural Networks Tiantian He Zhibin Li Yongshun Gong Yazhou Yao Xiushan Nie Yilong Yin AAML 22 3 0 22 Mar 2022
Ensemble Knowledge Guided Sub-network Search and Fine-tuning for Filter Pruning Seunghyun Lee B. Song 24 8 0 05 Mar 2022
HRel: Filter Pruning based on High Relevance between Activation Maps and Class Labels C. Sarvani Mrinmoy Ghorai S. Dubey S. H. Shabbeer Basha VLM 39 37 0 22 Feb 2022
Pruning Networks with Cross-Layer Ranking & k-Reciprocal Nearest Filters Mingbao Lin Liujuan Cao Yuxin Zhang Ling Shao Chia-Wen Lin Rongrong Ji 35 51 0 15 Feb 2022
Pruning-aware Sparse Regularization for Network Pruning Nanfei Jiang Xu Zhao Chaoyang Zhao Yongqi An Ming Tang Jinqiao Wang 3DPC 24 12 0 18 Jan 2022
GhostNets on Heterogeneous Devices via Cheap Operations Kai Han Yunhe Wang Chang Xu Jianyuan Guo Chunjing Xu Enhua Wu Qi Tian 19 102 0 10 Jan 2022
Multi-Dimensional Model Compression of Vision Transformer Zejiang Hou S. Kung ViT 30 16 0 31 Dec 2021
Load-balanced Gather-scatter Patterns for Sparse Deep Neural Networks Fei Sun Minghai Qin Tianyun Zhang Xiaolong Ma Haoran Li Junwen Luo Zihao Zhao Yen-kuang Chen Yuan Xie 25 1 0 20 Dec 2021
Network Compression via Central Filter Y. Duan Xiaofang Hu Yue Zhou Qiang Liu Shukai Duan 3DPC 19 1 0 10 Dec 2021
Automatic Neural Network Pruning that Efficiently Preserves the Model Accuracy Thibault Castells Seul-Ki Yeom 3DV 18 3 0 18 Nov 2021
RGP: Neural Network Pruning through Its Regular Graph Structure Zhuangzhi Chen Jingyang Xiang Yao Lu Qi Xuan Xiaoniu Yang 27 1 0 28 Oct 2021
CHIP: CHannel Independence-based Pruning for Compact Neural Networks Yang Sui Miao Yin Yi Xie Huy Phan S. Zonouz Bo Yuan VLM 35 129 0 26 Oct 2021
Class-Discriminative CNN Compression Yuchen Liu D. Wentzlaff S. Kung 26 1 0 21 Oct 2021
SMOF: Squeezing More Out of Filters Yields Hardware-Friendly CNN Pruning Yanli Liu Bochen Guan Qinwen Xu Weiyi Li Shuxue Quan 33 2 0 21 Oct 2021
An Information Theory-inspired Strategy for Automatic Network Pruning Xiawu Zheng Yuexiao Ma Teng Xi Gang Zhang Errui Ding Yuchao Li Jie Chen Yonghong Tian Rongrong Ji 54 13 0 19 Aug 2021
Data-Driven Low-Rank Neural Network Compression D. Papadimitriou Swayambhoo Jain BDL 24 3 0 13 Jul 2021
CompConv: A Compact Convolution Module for Efficient Feature Learning Chen Zhang Yinghao Xu Yujun Shen VLM SSL 16 10 0 19 Jun 2021
Carrying out CNN Channel Pruning in a White Box Yuxin Zhang Mingbao Lin Chia-Wen Lin Jie Chen Feiyue Huang Yongjian Wu Yonghong Tian Rongrong Ji VLM 39 58 0 24 Apr 2021
Compacting Deep Neural Networks for Internet of Things: Methods and Applications Ke Zhang Hanbo Ying Hongning Dai Lin Li Yuangyuang Peng Keyi Guo Hongfang Yu 21 38 0 20 Mar 2021
Toward Compact Deep Neural Networks via Energy-Aware Pruning Seul-Ki Yeom Kyung-Hwan Shim Jee-Hyun Hwang CVBM 32 12 0 19 Mar 2021
An Information-Theoretic Justification for Model Pruning Berivan Isik Tsachy Weissman Albert No 95 35 0 16 Feb 2021
Layer Pruning via Fusible Residual Convolutional Block for Deep Neural Networks Pengtao Xu Jian Cao Fanhua Shang Wenyu Sun Pu Li 3DPC 20 24 0 29 Nov 2020
ProtoPShare: Prototype Sharing for Interpretable Image Classification and Similarity Discovery Dawid Rymarczyk Lukasz Struski Jacek Tabor Bartosz Zieliñski 19 111 0 29 Nov 2020
Dirichlet Pruning for Neural Network Compression Kamil Adamczewski Mijung Park 27 3 0 10 Nov 2020
Model Rubik's Cube: Twisting Resolution, Depth and Width for TinyNets Kai Han Yunhe Wang Qiulin Zhang Wei Zhang Chunjing Xu Tong Zhang 19 87 0 28 Oct 2020
SCOP: Scientific Control for Reliable Neural Network Pruning Yehui Tang Yunhe Wang Yixing Xu Dacheng Tao Chunjing Xu Chao Xu Chang Xu AAML 50 167 0 21 Oct 2020
Comprehensive Online Network Pruning via Learnable Scaling Factors Muhammad Umair Haider M. Taj 16 7 0 06 Oct 2020
Kernel Based Progressive Distillation for Adder Neural Networks Yixing Xu Chang Xu Xinghao Chen Wei Zhang Chunjing Xu Yunhe Wang 41 47 0 28 Sep 2020
Dynamic Group Convolution for Accelerating Convolutional Neural Networks Z. Su Linpu Fang Wenxiong Kang D. Hu M. Pietikäinen Li Liu 15 44 0 08 Jul 2020
Self-Supervised GAN Compression Chong Yu Jeff Pool 9 9 0 03 Jul 2020