PSE-Net: Channel Pruning for Convolutional Neural Networks with Parallel-subnets Estimator

29 August 2024

Shiguang Wang

Tao Xie

Haijun Liu

Xingcheng Zhang

Jian Cheng

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Papers citing "PSE-Net: Channel Pruning for Convolutional Neural Networks with Parallel-subnets Estimator"

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Title
Progressive Channel-Shrinking Network Jianhong Pan Siyuan Yang Lin Geng Foo Qiuhong Ke Hossein Rahmani Zhipeng Fan Jing Liu 27 1 0 01 Apr 2023
Pruning Neural Networks via Coresets and Convex Geometry: Towards No Assumptions M. Tukan Loay Mualem Alaa Maalouf 3DPC 61 23 0 18 Sep 2022
Revisiting Random Channel Pruning for Neural Network Compression Yawei Li Kamil Adamczewski Wen Li Shuhang Gu Radu Timofte Luc Van Gool 88 86 0 11 May 2022
BCNet: Searching for Network Width with Bilaterally Coupled Network Xiu Su Shan You Fei Wang Chao Qian Changshui Zhang Chang Xu 104 35 0 21 May 2021
Network Pruning via Resource Reallocation Yuenan Hou Zheng Ma Chunxiao Liu Zhe Wang Chen Change Loy 40 19 0 02 Mar 2021
AttentiveNAS: Improving Neural Architecture Search via Attentive Sampling Dilin Wang Meng Li Chengyue Gong Vikas Chandra 63 103 0 18 Nov 2020
Cream of the Crop: Distilling Prioritized Paths For One-Shot Neural Architecture Search Houwen Peng Hao Du Hongyuan Yu Qi Li Jing Liao Jianlong Fu 71 67 0 29 Oct 2020
DMCP: Differentiable Markov Channel Pruning for Neural Networks Shaopeng Guo Yujie Wang Quanquan Li Junjie Yan 50 165 0 07 May 2020
BigNAS: Scaling Up Neural Architecture Search with Big Single-Stage Models Jiahui Yu Pengchong Jin Hanxiao Liu Gabriel Bender Pieter-Jan Kindermans Mingxing Tan Thomas Huang Xiaodan Song Ruoming Pang Quoc V. Le 80 304 0 24 Mar 2020
HRank: Filter Pruning using High-Rank Feature Map Mingbao Lin Rongrong Ji Yan Wang Yichen Zhang Baochang Zhang Yonghong Tian Ling Shao 71 725 0 24 Feb 2020
Channel Pruning via Automatic Structure Search Mingbao Lin Rongrong Ji Yuxin Zhang Baochang Zhang Yongjian Wu Yonghong Tian 91 243 0 23 Jan 2020
Gate Decorator: Global Filter Pruning Method for Accelerating Deep Convolutional Neural Networks Zhonghui You Kun Yan Jinmian Ye Meng Ma Ping Wang 3DPC 61 251 0 18 Sep 2019
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search Xiangxiang Chu Bo Zhang Ruijun Xu 69 332 0 03 Jul 2019
MMDetection: Open MMLab Detection Toolbox and Benchmark Kai-xiang Chen Jiaqi Wang Jiangmiao Pang Yuhang Cao Yu Xiong ... Jingdong Wang Jianping Shi Wanli Ouyang Chen Change Loy Dahua Lin VOS 151 2,868 0 17 Jun 2019
Network Pruning via Transformable Architecture Search Xuanyi Dong Yi Yang 3DPC 72 242 0 23 May 2019
Single Path One-Shot Neural Architecture Search with Uniform Sampling Zichao Guo Xiangyu Zhang Haoyuan Mu Wen Heng Zechun Liu Yichen Wei Jian Sun 80 938 0 31 Mar 2019
Universally Slimmable Networks and Improved Training Techniques Jiahui Yu Thomas Huang 74 386 0 12 Mar 2019
Slimmable Neural Networks Jiahui Yu L. Yang N. Xu Jianchao Yang Thomas Huang 85 553 0 21 Dec 2018
Filter Pruning via Geometric Median for Deep Convolutional Neural Networks Acceleration Yang He Ping Liu Ziwei Wang Zhilan Hu Yi Yang AAML 3DPC 92 1,049 0 01 Nov 2018
Rethinking the Value of Network Pruning Zhuang Liu Mingjie Sun Tinghui Zhou Gao Huang Trevor Darrell 36 1,470 0 11 Oct 2018
Soft Filter Pruning for Accelerating Deep Convolutional Neural Networks Yang He Guoliang Kang Xuanyi Dong Yanwei Fu Yi Yang AAML VLM 66 964 0 21 Aug 2018
AutoPruner: An End-to-End Trainable Filter Pruning Method for Efficient Deep Model Inference Jian-Hao Luo Jianxin Wu 51 210 0 23 May 2018
Accelerator-Aware Pruning for Convolutional Neural Networks Hyeong-Ju Kang 69 90 0 26 Apr 2018
AMC: AutoML for Model Compression and Acceleration on Mobile Devices Yihui He Ji Lin Zhijian Liu Hanrui Wang Li Li Song Han 95 1,347 0 10 Feb 2018
MobileNetV2: Inverted Residuals and Linear Bottlenecks Mark Sandler Andrew G. Howard Menglong Zhu A. Zhmoginov Liang-Chieh Chen 184 19,284 0 13 Jan 2018
ThiNet: A Filter Level Pruning Method for Deep Neural Network Compression Jian-Hao Luo Jianxin Wu Weiyao Lin 58 1,760 0 20 Jul 2017
Data-Driven Sparse Structure Selection for Deep Neural Networks Zehao Huang Naiyan Wang 83 563 0 05 Jul 2017
Rethinking Atrous Convolution for Semantic Image Segmentation Liang-Chieh Chen George Papandreou Florian Schroff Hartwig Adam SSeg 230 8,473 0 17 Jun 2017
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation Guosheng Lin Anton Milan Chunhua Shen Ian Reid AI4TS SSeg 258 2,848 0 20 Nov 2016
Pruning Filters for Efficient ConvNets Hao Li Asim Kadav Igor Durdanovic H. Samet H. Graf 3DPC 193 3,697 0 31 Aug 2016
Network Trimming: A Data-Driven Neuron Pruning Approach towards Efficient Deep Architectures Hengyuan Hu Rui Peng Yu-Wing Tai Chi-Keung Tang 69 891 0 12 Jul 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 741 37,862 0 20 May 2016
Going Deeper into Action Recognition: A Survey Samitha Herath Mehrtash Harandi Fatih Porikli 96 616 0 16 May 2016
XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks Mohammad Rastegari Vicente Ordonez Joseph Redmon Ali Farhadi MQ 170 4,357 0 16 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015
You Only Look Once: Unified, Real-Time Object Detection Joseph Redmon S. Divvala Ross B. Girshick Ali Farhadi ObjD 702 36,958 0 08 Jun 2015
Learning both Weights and Connections for Efficient Neural Networks Song Han Jeff Pool J. Tran W. Dally CVBM 313 6,681 0 08 Jun 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 520 62,294 0 04 Jun 2015
Fast R-CNN Ross B. Girshick ObjD 306 25,059 0 30 Apr 2015
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 362 19,660 0 09 Mar 2015
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.6K 100,386 0 04 Sep 2014