v1v2 (latest)

Channel Pruning for Accelerating Very Deep Neural Networks

19 July 2017

Yihui He

Xiangyu Zhang

Jian Sun

ArXiv (abs)PDF HTML

Papers citing "Channel Pruning for Accelerating Very Deep Neural Networks"

50 / 1,097 papers shown

Title
EagleEye: Fast Sub-net Evaluation for Efficient Neural Network Pruning Bailin Li Bowen Wu Jiang Su Guangrun Wang Liang Lin 106 175 0 06 Jul 2020
Weight-dependent Gates for Network Pruning Yun Li Zechun Liu Weiqun Wu Haotian Yao Xinming Zhang Fangqiu Yi B. Yin 85 14 0 04 Jul 2020
FracBits: Mixed Precision Quantization via Fractional Bit-Widths Linjie Yang Qing Jin MQ 101 74 0 04 Jul 2020
Learning to Prune in Training via Dynamic Channel Propagation S. Shen Rongpeng Li Zhifeng Zhao Honggang Zhang Yugeng Zhou 28 4 0 03 Jul 2020
Channel Compression: Rethinking Information Redundancy among Channels in CNN Architecture Jinhua Liang Tao Zhang Guoqing Feng 48 18 0 02 Jul 2020
Single Shot Structured Pruning Before Training Joost R. van Amersfoort Milad Alizadeh Sebastian Farquhar Nicholas D. Lane Y. Gal 70 22 0 01 Jul 2020
Statistical Mechanical Analysis of Neural Network Pruning Rupam Acharyya Ankani Chattoraj Boyu Zhang Shouman Das Daniel Stefankovic 34 0 0 30 Jun 2020
Ramanujan Bipartite Graph Products for Efficient Block Sparse Neural Networks Dharma Teja Vooturi G. Varma Kishore Kothapalli 47 6 0 24 Jun 2020
Principal Component Networks: Parameter Reduction Early in Training R. Waleffe Theodoros Rekatsinas 3DPC 52 9 0 23 Jun 2020
PFGDF: Pruning Filter via Gaussian Distribution Feature for Deep Neural Networks Acceleration Jianrong Xu Boyu Diao Bifeng Cui Kang Yang Chao Li H. Hong 39 4 0 23 Jun 2020
Slimming Neural Networks using Adaptive Connectivity Scores Madan Ravi Ganesh Dawsin Blanchard Jason J. Corso Salimeh Yasaei Sekeh 61 11 0 22 Jun 2020
Rapid Structural Pruning of Neural Networks with Set-based Task-Adaptive Meta-Pruning M. Song Jaehong Yoon Eunho Yang Sung Ju Hwang 15 1 0 22 Jun 2020
Exploiting Weight Redundancy in CNNs: Beyond Pruning and Quantization Yuan Wen David Gregg MQ 37 3 0 22 Jun 2020
Paying more attention to snapshots of Iterative Pruning: Improving Model Compression via Ensemble Distillation Duong H. Le Vo Trung Nhan N. Thoai VLM 54 7 0 20 Jun 2020
Cogradient Descent for Bilinear Optimization Lian Zhuo Baochang Zhang Linlin Yang Hanlin Chen QiXiang Ye David Doermann G. Guo Rongrong Ji 58 14 0 16 Jun 2020
CNN Acceleration by Low-rank Approximation with Quantized Factors Nikolay Kozyrskiy Anh-Huy Phan MQ 43 3 0 16 Jun 2020
APQ: Joint Search for Network Architecture, Pruning and Quantization Policy Tianzhe Wang Kuan-Chieh Wang Han Cai Ji Lin Zhijian Liu Song Han MQ 85 176 0 15 Jun 2020
Automatic heterogeneous quantization of deep neural networks for low-latency inference on the edge for particle detectors C. Coelho Aki Kuusela Shane Li Zhuang Hao T. Aarrestad Vladimir Loncar J. Ngadiuba M. Pierini Adrian Alan Pol S. Summers MQ 104 179 0 15 Jun 2020
Optimal Lottery Tickets via SubsetSum: Logarithmic Over-Parameterization is Sufficient Ankit Pensia Shashank Rajput Alliot Nagle Harit Vishwakarma Dimitris Papailiopoulos 68 104 0 14 Jun 2020
Condensing Two-stage Detection with Automatic Object Key Part Discovery Zhe Chen Jing Zhang Dacheng Tao 21 0 0 10 Jun 2020
Deeply Shared Filter Bases for Parameter-Efficient Convolutional Neural Networks Woochul Kang Daeyeon Kim 49 2 0 09 Jun 2020
A Framework for Neural Network Pruning Using Gibbs Distributions Alex Labach S. Valaee 33 5 0 08 Jun 2020
Novel Adaptive Binary Search Strategy-First Hybrid Pyramid- and Clustering-Based CNN Filter Pruning Method without Parameters Setting K. Chung Yu-Lun Chang Bo-Wei Tsai 27 0 0 08 Jun 2020
ADMP: An Adversarial Double Masks Based Pruning Framework For Unsupervised Cross-Domain Compression Xiaoyu Feng Zhuqing Yuan Guijin Wang Yongpan Liu 46 5 0 07 Jun 2020
Weight Pruning via Adaptive Sparsity Loss George Retsinas Athena Elafrou G. Goumas Petros Maragos 64 10 0 04 Jun 2020
Shapley Value as Principled Metric for Structured Network Pruning Marco Ancona Cengiz Öztireli Markus Gross 67 9 0 02 Jun 2020
Pruning via Iterative Ranking of Sensitivity Statistics Stijn Verdenius M. Stol Patrick Forré AAML 82 38 0 01 Jun 2020
CoDiNet: Path Distribution Modeling with Consistency and Diversity for Dynamic Routing Huanyu Wang Zequn Qin Songyuan Li Xi Li 58 7 0 29 May 2020
A Feature-map Discriminant Perspective for Pruning Deep Neural Networks Zejiang Hou S. Kung 35 5 0 28 May 2020
PruneNet: Channel Pruning via Global Importance A. Khetan Zohar Karnin 40 11 0 22 May 2020
CPOT: Channel Pruning via Optimal Transport Yucong Shen Li Shen Haozhi Huang Xuan Wang Wei Liu OT 54 6 0 21 May 2020
Feature Statistics Guided Efficient Filter Pruning Hang Li Chen Ma Wenyuan Xu Xue Liu 49 34 0 21 May 2020
Joint Multi-Dimension Pruning via Numerical Gradient Update Zechun Liu Xinming Zhang Zhiqiang Shen Zhe Li Yichen Wei Kwang-Ting Cheng Jian Sun 76 19 0 18 May 2020
Generalized Bayesian Posterior Expectation Distillation for Deep Neural Networks Meet P. Vadera B. Jalaeian Benjamin M. Marlin BDL FedML UQCV 64 20 0 16 May 2020
A flexible, extensible software framework for model compression based on the LC algorithm Yerlan Idelbayev Miguel Á. Carreira-Perpiñán 19 9 0 15 May 2020
Progressive Automatic Design of Search Space for One-Shot Neural Architecture Search Xin Xia Xuefeng Xiao Xing Wang Min Zheng 70 18 0 15 May 2020
Bayesian Bits: Unifying Quantization and Pruning M. V. Baalen Christos Louizos Markus Nagel Rana Ali Amjad Ying Wang Tijmen Blankevoort Max Welling MQ 95 116 0 14 May 2020
Dynamic Sparse Training: Find Efficient Sparse Network From Scratch With Trainable Masked Layers Junjie Liu Zhe Xu Runbin Shi R. Cheung Hayden Kwok-Hay So 62 122 0 14 May 2020
Pruning coupled with learning, ensembles of minimal neural networks, and future of XAI Alexander N. Gorban Evgeny M. Mirkes 63 0 0 13 May 2020
Pruning Algorithms to Accelerate Convolutional Neural Networks for Edge Applications: A Survey Jiayi Liu S. Tripathi Unmesh Kurup Mohak Shah 3DPC MedIm 71 52 0 08 May 2020
SmartExchange: Trading Higher-cost Memory Storage/Access for Lower-cost Computation Yang Zhao Xiaohan Chen Yue Wang Chaojian Li Haoran You Y. Fu Yuan Xie Zhangyang Wang Yingyan Lin MQ 107 43 0 07 May 2020
Dependency Aware Filter Pruning Kai Zhao Xinyu Zhang Qi Han Ming-Ming Cheng 28 3 0 06 May 2020
An Experimental Study of Reduced-Voltage Operation in Modern FPGAs for Neural Network Acceleration Behzad Salami Erhan Baturay Onural Ismail Emir Yüksel Fahrettin Koc Oguz Ergin A. Cristal O. Unsal H. Sarbazi-Azad O. Mutlu 73 45 0 04 May 2020
NTIRE 2020 Challenge on Image and Video Deblurring Seungjun Nah Sanghyun Son Radu Timofte Kyoung Mu Lee 107 32 0 04 May 2020
Out-of-the-box channel pruned networks Ragav Venkatesan Gurumurthy Swaminathan Xiong Zhou Anna Luo 37 0 0 30 Apr 2020
TRP: Trained Rank Pruning for Efficient Deep Neural Networks Yuhui Xu Yuxi Li Shuai Zhang W. Wen Botao Wang Y. Qi Yiran Chen Weiyao Lin H. Xiong AAML 78 71 0 30 Apr 2020
Rethinking Class-Discrimination Based CNN Channel Pruning Yuchen Liu D. Wentzlaff S. Kung 51 10 0 29 Apr 2020
FlexSA: Flexible Systolic Array Architecture for Efficient Pruned DNN Model Training Sangkug Lym M. Erez 36 26 0 27 Apr 2020
Lite Transformer with Long-Short Range Attention Zhanghao Wu Zhijian Liu Ji Lin Chengyue Wu Song Han 62 323 0 24 Apr 2020
Up or Down? Adaptive Rounding for Post-Training Quantization Markus Nagel Rana Ali Amjad M. V. Baalen Christos Louizos Tijmen Blankevoort MQ 107 590 0 22 Apr 2020