Channel Pruning for Accelerating Very Deep Neural Networks

19 July 2017

Xiangyu Zhang

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

50 / 1,090 papers shown

Title
Entropy Induced Pruning Framework for Convolutional Neural Networks Yihe Lu Ziyu Guan Yaming Yang Maoguo Gong Wei Zhao Kaiyuan Feng 38 2 0 13 Aug 2022
An Accelerated Doubly Stochastic Gradient Method with Faster Explicit Model Identification Runxue Bao Bin Gu Heng-Chiao Huang 21 16 0 11 Aug 2022
ZeroFL: Efficient On-Device Training for Federated Learning with Local Sparsity Xinchi Qiu Javier Fernandez-Marques Pedro Gusmão Yan Gao Titouan Parcollet Nicholas D. Lane FedML 55 67 0 04 Aug 2022
Debiasing Deep Chest X-Ray Classifiers using Intra- and Post-processing Methods Ricards Marcinkevics Ece Ozkan Julia E. Vogt 30 18 0 26 Jul 2022
Compiler-Aware Neural Architecture Search for On-Mobile Real-time Super-Resolution Yushu Wu Yifan Gong Pu Zhao Yanyu Li Zheng Zhan Wei Niu Hao Tang Minghai Qin Bin Ren Yanzhi Wang SupR MQ 35 23 0 25 Jul 2022
Trainability Preserving Neural Pruning Huan Wang Yun Fu AAML 22 17 0 25 Jul 2022
Low-complexity CNNs for Acoustic Scene Classification Arshdeep Singh Mark D. Plumbley 28 4 0 23 Jul 2022
Quantized Sparse Weight Decomposition for Neural Network Compression Andrey Kuzmin M. V. Baalen Markus Nagel Arash Behboodi MQ 14 3 0 22 Jul 2022
FairGRAPE: Fairness-aware GRAdient Pruning mEthod for Face Attribute Classification Xiao-Ze Lin Seungbae Kim Jungseock Joo CVBM 39 38 0 22 Jul 2022
Doge Tickets: Uncovering Domain-general Language Models by Playing Lottery Tickets Yi Yang Chen Zhang Benyou Wang Dawei Song LRM 26 6 0 20 Jul 2022
Towards Lightweight Super-Resolution with Dual Regression Learning Yong Guo Mingkui Tan Zeshuai Deng Jingdong Wang Qi Chen Jingyun Liang Yanwu Xu Jian Chen SupR 16 11 0 16 Jul 2022
DropNet: Reducing Neural Network Complexity via Iterative Pruning Chong Min John Tan Mehul Motani 32 52 0 14 Jul 2022
Fast-Vid2Vid: Spatial-Temporal Compression for Video-to-Video Synthesis Long Zhuo Guangcong Wang Shikai Li Wayne Wu Ziwei Liu VGen 53 20 0 11 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
Probing via Prompting Jiaoda Li Ryan Cotterell Mrinmaya Sachan 37 13 0 04 Jul 2022
Dynamic Spatial Sparsification for Efficient Vision Transformers and Convolutional Neural Networks Yongming Rao Zuyan Liu Wenliang Zhao Jie Zhou Jiwen Lu ViT 46 36 0 04 Jul 2022
CPrune: Compiler-Informed Model Pruning for Efficient Target-Aware DNN Execution Taeho Kim Yongin Kwon Jemin Lee Taeho Kim Sangtae Ha 35 2 0 04 Jul 2022
On-Device Training Under 256KB Memory Ji Lin Ligeng Zhu Wei-Ming Chen Wei-Chen Wang Chuang Gan Song Han MQ 33 199 0 30 Jun 2022
Training Your Sparse Neural Network Better with Any Mask Ajay Jaiswal Haoyu Ma Tianlong Chen Ying Ding Zhangyang Wang CVBM 34 35 0 26 Jun 2022
EpiGRAF: Rethinking training of 3D GANs Ivan Skorokhodov Sergey Tulyakov Yiqun Wang Peter Wonka DiffM 43 125 0 21 Jun 2022
CoCoPIE XGen: A Full-Stack AI-Oriented Optimizing Framework Xiaofeng Li Bin Ren Xipeng Shen Yanzhi Wang GNN 28 0 0 21 Jun 2022
Distortion-Aware Network Pruning and Feature Reuse for Real-time Video Segmentation Hyunsu Rhee Dong Min Sun-Kyoo Hwang Bruno Andreis Sung Ju Hwang 31 1 0 20 Jun 2022
Fast Lossless Neural Compression with Integer-Only Discrete Flows Siyu Wang Jianfei Chen Chongxuan Li Jun Zhu Bo Zhang MQ 26 7 0 17 Jun 2022
Asymptotic Soft Cluster Pruning for Deep Neural Networks Tao Niu Yinglei Teng Panpan Zou 11 2 0 16 Jun 2022
Not All Lotteries Are Made Equal Surya Kant Sahu Sai Mitheran Somya Suhans Mahapatra 9 1 0 16 Jun 2022
Linearity Grafting: Relaxed Neuron Pruning Helps Certifiable Robustness Tianlong Chen Huan Zhang Zhenyu Zhang Shiyu Chang Sijia Liu Pin-Yu Chen Zhangyang Wang AAML 11 11 0 15 Jun 2022
Structured Sparsity Learning for Efficient Video Super-Resolution Bin Xia Jingwen He Yulun Zhang Yitong Wang Yapeng Tian Wenming Yang Luc Van Gool 26 20 0 15 Jun 2022
Energy Consumption Analysis of pruned Semantic Segmentation Networks on an Embedded GPU Hugo Tessier Vincent Gripon Mathieu Léonardon M. Arzel David Bertrand T. Hannagan GNN SSeg 3DPC 35 2 0 13 Jun 2022
Leveraging Structured Pruning of Convolutional Neural Networks Hugo Tessier Vincent Gripon Mathieu Léonardon M. Arzel David Bertrand T. Hannagan CVBM 21 1 0 13 Jun 2022
A Directed-Evolution Method for Sparsification and Compression of Neural Networks with Application to Object Identification and Segmentation and considerations of optimal quantization using small number of bits L. Franca-Neto 13 0 0 12 Jun 2022
A Theoretical Understanding of Neural Network Compression from Sparse Linear Approximation Wenjing Yang G. Wang Jie Ding Yuhong Yang MLT 41 7 0 11 Jun 2022
Neural Network Compression via Effective Filter Analysis and Hierarchical Pruning Ziqi Zhou Li Lian Yilong Yin Ze Wang 24 1 0 07 Jun 2022
Decentralized Low-Latency Collaborative Inference via Ensembles on the Edge M. Malka Erez Farhan Hai Morgenstern Nir Shlezinger FedML 31 12 0 07 Jun 2022
Dynamic Kernel Selection for Improved Generalization and Memory Efficiency in Meta-learning Arnav Chavan Rishabh Tiwari Udbhav Bamba D. K. Gupta 35 5 0 03 Jun 2022
Real-Time Portrait Stylization on the Edge Yanyu Li Xuan Shen Geng Yuan Jiexiong Guan Wei Niu Hao Tang Bin Ren Yanzhi Wang 35 0 0 02 Jun 2022
Masked Bayesian Neural Networks : Computation and Optimality Insung Kong Dongyoon Yang Jongjin Lee Ilsang Ohn Yongdai Kim TPM 30 1 0 02 Jun 2022
DepthShrinker: A New Compression Paradigm Towards Boosting Real-Hardware Efficiency of Compact Neural Networks Y. Fu Haichuan Yang Jiayi Yuan Meng Li Cheng Wan Raghuraman Krishnamoorthi Vikas Chandra Yingyan Lin 36 19 0 02 Jun 2022
Gator: Customizable Channel Pruning of Neural Networks with Gating E. Passov E. David N. Netanyahu AAML 45 0 0 30 May 2022
EfficientViT: Multi-Scale Linear Attention for High-Resolution Dense Prediction Han Cai Junyan Li Muyan Hu Chuang Gan Song Han 37 49 0 29 May 2022
Low-rank lottery tickets: finding efficient low-rank neural networks via matrix differential equations Steffen Schotthöfer Emanuele Zangrando J. Kusch Gianluca Ceruti Francesco Tudisco 53 36 0 26 May 2022
Quarantine: Sparsity Can Uncover the Trojan Attack Trigger for Free Tianlong Chen Zhenyu Zhang Yihua Zhang Shiyu Chang Sijia Liu Zhangyang Wang AAML 46 25 0 24 May 2022
Online Hybrid Lightweight Representations Learning: Its Application to Visual Tracking Ilchae Jung Minji Kim Eunhyeok Park Bohyung Han 27 3 0 23 May 2022
A Comprehensive Survey on Model Quantization for Deep Neural Networks in Image Classification Babak Rokh A. Azarpeyvand Alireza Khanteymoori MQ 40 85 0 14 May 2022
Revisiting Random Channel Pruning for Neural Network Compression Yawei Li Kamil Adamczewski Wen Li Shuhang Gu Radu Timofte Luc Van Gool 34 84 0 11 May 2022
Arrhythmia Classifier using Binarized Convolutional Neural Network for Resource-Constrained Devices Ao Wang Wenxing Xu Hanshi Sun Ninghao Pu Zijing Liu Hao Liu 15 10 0 07 May 2022
Domino Saliency Metrics: Improving Existing Channel Saliency Metrics with Structural Information Kaveena Persand Andrew Anderson David Gregg 20 0 0 04 May 2022
Compact Neural Networks via Stacking Designed Basic Units Weichao Lan Y. Cheung Juyong Jiang 35 0 0 03 May 2022
Lite Pose: Efficient Architecture Design for 2D Human Pose Estimation Yihan Wang Muyang Li Han Cai Wei-Ming Chen Song Han 3DH 24 72 0 03 May 2022
Triangular Dropout: Variable Network Width without Retraining Edward W. Staley Jared Markowitz 33 2 0 02 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