Channel Pruning for Accelerating Very Deep Neural Networks

19 July 2017

Xiangyu Zhang

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

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Title
Ramanujan Bipartite Graph Products for Efficient Block Sparse Neural Networks Dharma Teja Vooturi G. Varma Kishore Kothapalli 16 6 0 24 Jun 2020
Principal Component Networks: Parameter Reduction Early in Training R. Waleffe Theodoros Rekatsinas 3DPC 11 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 13 4 0 23 Jun 2020
Slimming Neural Networks using Adaptive Connectivity Scores Madan Ravi Ganesh Dawsin Blanchard Jason J. Corso S. Y. Sekeh 11 10 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 6 1 0 22 Jun 2020
Exploiting Weight Redundancy in CNNs: Beyond Pruning and Quantization Yuan Wen David Gregg MQ 6 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 25 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 12 14 0 16 Jun 2020
CNN Acceleration by Low-rank Approximation with Quantized Factors Nikolay Kozyrskiy Anh-Huy Phan MQ 24 3 0 16 Jun 2020
APQ: Joint Search for Network Architecture, Pruning and Quantization Policy Tianzhe Wang Kuan-Chieh Jackson Wang Han Cai Ji Lin Zhijian Liu Song Han MQ 39 174 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 32 175 0 15 Jun 2020
Optimal Lottery Tickets via SubsetSum: Logarithmic Over-Parameterization is Sufficient Ankit Pensia Shashank Rajput Alliot Nagle Harit Vishwakarma Dimitris Papailiopoulos 21 102 0 14 Jun 2020
Condensing Two-stage Detection with Automatic Object Key Part Discovery Zhe Chen Jing Zhang Dacheng Tao 19 0 0 10 Jun 2020
Deeply Shared Filter Bases for Parameter-Efficient Convolutional Neural Networks Woochul Kang Daeyeon Kim 23 2 0 09 Jun 2020
A Framework for Neural Network Pruning Using Gibbs Distributions Alex Labach S. Valaee 9 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 9 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 20 5 0 07 Jun 2020
Weight Pruning via Adaptive Sparsity Loss George Retsinas Athena Elafrou G. Goumas Petros Maragos 35 10 0 04 Jun 2020
Shapley Value as Principled Metric for Structured Network Pruning Marco Ancona Cengiz Öztireli Markus Gross 16 8 0 02 Jun 2020
Pruning via Iterative Ranking of Sensitivity Statistics Stijn Verdenius M. Stol Patrick Forré AAML 16 37 0 01 Jun 2020
CoDiNet: Path Distribution Modeling with Consistency and Diversity for Dynamic Routing Huanyu Wang Zequn Qin Songyuan Li Xi Li 6 7 0 29 May 2020
A Feature-map Discriminant Perspective for Pruning Deep Neural Networks Zejiang Hou S. Kung 14 5 0 28 May 2020
PruneNet: Channel Pruning via Global Importance A. Khetan Zohar Karnin 18 11 0 22 May 2020
CPOT: Channel Pruning via Optimal Transport Yucong Shen Li Shen Haozhi Huang Xuan Wang Wei Liu OT 12 6 0 21 May 2020
Feature Statistics Guided Efficient Filter Pruning Hang Li Chen-li Ma Wenyuan Xu Xue Liu 18 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 47 18 0 18 May 2020
Generalized Bayesian Posterior Expectation Distillation for Deep Neural Networks Meet P. Vadera B. Jalaeian Benjamin M. Marlin BDL FedML UQCV 17 20 0 16 May 2020
A flexible, extensible software framework for model compression based on the LC algorithm Yerlan Idelbayev Miguel Á. Carreira-Perpiñán 9 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 19 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 16 114 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 9 119 0 14 May 2020
Pruning coupled with learning, ensembles of minimal neural networks, and future of XAI Alexander N. Gorban Evgeny M. Mirkes 12 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 24 52 0 08 May 2020
SmartExchange: Trading Higher-cost Memory Storage/Access for Lower-cost Computation Yang Katie Zhao Xiaohan Chen Yue Wang Chaojian Li Haoran You Y. Fu Yuan Xie Zhangyang Wang Yingyan Lin MQ 32 43 0 07 May 2020
Dependency Aware Filter Pruning Kai Zhao Xinyu Zhang Qi Han Ming-Ming Cheng 8 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 27 45 0 04 May 2020
NTIRE 2020 Challenge on Image and Video Deblurring Seungjun Nah Sanghyun Son Radu Timofte Kyoung Mu Lee 67 32 0 04 May 2020
Out-of-the-box channel pruned networks Ragav Venkatesan Gurumurthy Swaminathan Xiong Zhou Anna Luo 20 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 33 71 0 30 Apr 2020
Rethinking Class-Discrimination Based CNN Channel Pruning Yuchen Liu D. Wentzlaff S. Kung 16 10 0 29 Apr 2020
FlexSA: Flexible Systolic Array Architecture for Efficient Pruned DNN Model Training Sangkug Lym M. Erez 13 25 0 27 Apr 2020
Lite Transformer with Long-Short Range Attention Zhanghao Wu Zhijian Liu Ji Lin Yujun Lin Song Han 21 317 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 10 553 0 22 Apr 2020
MGX: Near-Zero Overhead Memory Protection for Data-Intensive Accelerators Weizhe Hua M. Umar Zhiru Zhang G. E. Suh GNN 41 19 0 20 Apr 2020
A Unified DNN Weight Compression Framework Using Reweighted Optimization Methods Tianyun Zhang Xiaolong Ma Zheng Zhan Shangli Zhou Minghai Qin Fei Sun Yen-kuang Chen Caiwen Ding M. Fardad Yanzhi Wang 33 5 0 12 Apr 2020
GeneCAI: Genetic Evolution for Acquiring Compact AI Mojan Javaheripi Mohammad Samragh T. Javidi F. Koushanfar 37 9 0 08 Apr 2020
DSA: More Efficient Budgeted Pruning via Differentiable Sparsity Allocation Xuefei Ning Tianchen Zhao Wenshuo Li Peng Lei Yu Wang Huazhong Yang 24 103 0 05 Apr 2020
Binary Neural Networks: A Survey Haotong Qin Ruihao Gong Xianglong Liu Xiao Bai Jingkuan Song N. Sebe MQ 50 457 0 31 Mar 2020
Dataless Model Selection with the Deep Frame Potential Calvin Murdock Simon Lucey 33 6 0 30 Mar 2020
Squeezed Deep 6DoF Object Detection Using Knowledge Distillation H. Felix Walber M. Rodrigues David Macêdo Francisco Simões Adriano Oliveira Veronica Teichrieb Cleber Zanchettin 3DPC 16 9 0 30 Mar 2020