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
UDC: Unified DNAS for Compressible TinyML Models Igor Fedorov Ramon Matas Hokchhay Tann Chu Zhou Matthew Mattina P. Whatmough AI4CE 26 13 0 15 Jan 2022
Automatic Sparse Connectivity Learning for Neural Networks Zhimin Tang Linkai Luo Bike Xie Yiyu Zhu Rujie Zhao Lvqing Bi Chao Lu 26 40 0 13 Jan 2022
Towards Lightweight Neural Animation : Exploration of Neural Network Pruning in Mixture of Experts-based Animation Models Antoine Maiorca Nathan Hubens S. Laraba Thierry Dutoit 19 3 0 11 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
Compressing Models with Few Samples: Mimicking then Replacing Huanyu Wang Junjie Liu Xin Ma Yang Yong Z. Chai Jianxin Wu VLM OffRL 19 12 0 07 Jan 2022
Vision Transformer Slimming: Multi-Dimension Searching in Continuous Optimization Space Arnav Chavan Zhiqiang Shen Zhuang Liu Zechun Liu Kwang-Ting Cheng Eric P. Xing ViT 35 70 0 03 Jan 2022
Conditional Generative Data-free Knowledge Distillation Xinyi Yu Ling Yan Yang Yang Libo Zhou Linlin Ou 20 8 0 31 Dec 2021
Resource-Efficient Deep Learning: A Survey on Model-, Arithmetic-, and Implementation-Level Techniques JunKyu Lee L. Mukhanov A. S. Molahosseini U. Minhas Yang Hua Jesus Martinez del Rincon K. Dichev Cheol-Ho Hong Hans Vandierendonck 44 29 0 30 Dec 2021
EvoMoE: An Evolutional Mixture-of-Experts Training Framework via Dense-To-Sparse Gate Xiaonan Nie Xupeng Miao Shijie Cao Lingxiao Ma Qibin Liu Jilong Xue Youshan Miao Yi Liu Zhi-Xin Yang Bin Cui MoMe MoE 29 23 0 29 Dec 2021
An Empirical Study of Adder Neural Networks for Object Detection Xinghao Chen Chang Xu Minjing Dong Chunjing Xu Yunhe Wang 88 15 0 27 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 27 1 0 20 Dec 2021
On Causal Inference for Data-free Structured Pruning Martin Ferianc A. Sankaran Olivier Mastropietro Ehsan Saboori Quentin Cappart CML 12 2 0 19 Dec 2021
An Experimental Study of the Impact of Pre-training on the Pruning of a Convolutional Neural Network Nathan Hubens M. Mancas B. Gosselin Marius Preda T. Zaharia VLM CVBM 23 8 0 15 Dec 2021
SNF: Filter Pruning via Searching the Proper Number of Filters Pengkun Liu Yaru Yue Yanjun Guo Xingxiang Tao Xiaoguang Zhou 3DPC 36 0 0 14 Dec 2021
Synapse Compression for Event-Based Convolutional-Neural-Network Accelerators Lennart Bamberg Arash Pourtaherian Luc Waeijen A. Chahar Orlando Moreira 20 4 0 13 Dec 2021
Network Compression via Central Filter Y. Duan Xiaofang Hu Yue Zhou Qiang Liu Shukai Duan 3DPC 22 1 0 10 Dec 2021
Low-rank Tensor Decomposition for Compression of Convolutional Neural Networks Using Funnel Regularization Bo-Shiuan Chu Che-Rung Lee 26 11 0 07 Dec 2021
i-SpaSP: Structured Neural Pruning via Sparse Signal Recovery Cameron R. Wolfe Anastasios Kyrillidis 31 1 0 07 Dec 2021
Inf-CP: A Reliable Channel Pruning based on Channel Influence Bilan Lai Haoran Xiang S. Furao 10 0 0 05 Dec 2021
Data-Free Neural Architecture Search via Recursive Label Calibration Zechun Liu Zhiqiang Shen Yun Long Eric P. Xing Kwang-Ting Cheng Chas Leichner 20 7 0 03 Dec 2021
Challenges and Opportunities in Approximate Bayesian Deep Learning for Intelligent IoT Systems Meet P. Vadera Benjamin M. Marlin UQCV BDL 18 5 0 03 Dec 2021
Putting 3D Spatially Sparse Networks on a Diet Junha Lee Chris Choy Jaesik Park 3DV 41 3 0 02 Dec 2021
Batch Normalization Tells You Which Filter is Important Junghun Oh Heewon Kim Sungyong Baik Chee Hong Kyoung Mu Lee CVBM 47 8 0 02 Dec 2021
Adaptive Token Sampling For Efficient Vision Transformers Mohsen Fayyaz Soroush Abbasi Koohpayegani F. Jafari Sunando Sengupta Hamid Reza Vaezi Joze Eric Sommerlade Hamed Pirsiavash Juergen Gall ViT 16 148 0 30 Nov 2021
A Highly Effective Low-Rank Compression of Deep Neural Networks with Modified Beam-Search and Modified Stable Rank Moonjung Eo Suhyun Kang Wonjong Rhee 27 1 0 30 Nov 2021
A Unified Pruning Framework for Vision Transformers Hao Yu Jianxin Wu ViT 30 62 0 30 Nov 2021
Improved Knowledge Distillation via Adversarial Collaboration Zhiqiang Liu Chengkai Huang Yanxia Liu 31 2 0 29 Nov 2021
Semi-Online Knowledge Distillation Zhiqiang Liu Yanxia Liu Chengkai Huang 27 5 0 23 Nov 2021
Automatic Mapping of the Best-Suited DNN Pruning Schemes for Real-Time Mobile Acceleration Yifan Gong Geng Yuan Zheng Zhan Wei Niu Zhengang Li ... Sijia Liu Bin Ren Xue Lin Xulong Tang Yanzhi Wang 30 10 0 22 Nov 2021
Automatic Neural Network Pruning that Efficiently Preserves the Model Accuracy Thibault Castells Seul-Ki Yeom 3DV 23 3 0 18 Nov 2021
Edge-Native Intelligence for 6G Communications Driven by Federated Learning: A Survey of Trends and Challenges Mohammad M. Al-Quraan Lina S. Mohjazi Lina Bariah A. Centeno A. Zoha Sami Muhaidat Mérouane Debbah Muhammad Ali Imran 22 62 0 14 Nov 2021
Efficient Neural Network Training via Forward and Backward Propagation Sparsification Xiao Zhou Weizhong Zhang Zonghao Chen Shizhe Diao Tong Zhang 40 46 0 10 Nov 2021
A Survey on Green Deep Learning Jingjing Xu Wangchunshu Zhou Zhiyi Fu Hao Zhou Lei Li VLM 86 83 0 08 Nov 2021
MQBench: Towards Reproducible and Deployable Model Quantization Benchmark Yuhang Li Mingzhu Shen Jian Ma Yan Ren Mingxin Zhao Qi Zhang Ruihao Gong F. Yu Junjie Yan MQ 35 49 0 05 Nov 2021
DSEE: Dually Sparsity-embedded Efficient Tuning of Pre-trained Language Models Xuxi Chen Tianlong Chen Weizhu Chen Ahmed Hassan Awadallah Zhangyang Wang Yu Cheng MoE ALM 28 10 0 30 Oct 2021
Gabor filter incorporated CNN for compression Akihiro Imamura N. Arizumi CVBM 28 2 0 29 Oct 2021
MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep Learning Ji Lin Wei-Ming Chen Han Cai Chuang Gan Song Han 47 156 0 28 Oct 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
ScaleCert: Scalable Certified Defense against Adversarial Patches with Sparse Superficial Layers Husheng Han Kaidi Xu Xing Hu Xiaobing Chen Ling Liang Zidong Du Qi Guo Yanzhi Wang Yunji Chen AAML 16 19 0 27 Oct 2021
MEST: Accurate and Fast Memory-Economic Sparse Training Framework on the Edge Geng Yuan Xiaolong Ma Wei Niu Zhengang Li Zhenglun Kong ... Minghai Qin Bin Ren Yanzhi Wang Sijia Liu Xue Lin 30 89 0 26 Oct 2021
CHIP: CHannel Independence-based Pruning for Compact Neural Networks Yang Sui Miao Yin Yi Xie Huy Phan S. Zonouz Bo Yuan VLM 40 129 0 26 Oct 2021
Applications and Techniques for Fast Machine Learning in Science A. Deiana Nhan Tran Joshua C. Agar Michaela Blott G. D. Guglielmo ... Ashish Sharma S. Summers Pietro Vischia J. Vlimant Olivia Weng 14 71 0 25 Oct 2021
The Efficiency Misnomer Daoyuan Chen Liuyi Yao Dawei Gao Ashish Vaswani Yaliang Li 39 99 0 25 Oct 2021
Instance-Conditional Knowledge Distillation for Object Detection Zijian Kang Peizhen Zhang Xinming Zhang Jian Sun N. Zheng 27 76 0 25 Oct 2021
Exploring Gradient Flow Based Saliency for DNN Model Compression Xinyu Liu Baopu Li Zhen Chen Yixuan Yuan FAtt 17 9 0 24 Oct 2021
Scalable Smartphone Cluster for Deep Learning Payam Abdisarabshali Jaehee Jang Nicholas Accurso Seijoon Kim Filippo Malandra Moon Sik Jeong Kwang Choon Kim Seon Heo Yoon-Ji Kim Sungroh Yoon 8 4 0 23 Oct 2021
Federated Unlearning via Class-Discriminative Pruning Junxiao Wang Song Guo Xin Xie Heng Qi MU 11 137 0 22 Oct 2021
Evolving Transferable Neural Pruning Functions Yuchen Liu S. Kung D. Wentzlaff 24 1 0 21 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