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Channel Pruning for Accelerating Very Deep Neural Networks

19 July 2017

Yihui He

Xiangyu Zhang

Jian Sun

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

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Title
STEP: Learning N:M Structured Sparsity Masks from Scratch with Precondition Yucheng Lu Shivani Agrawal Suvinay Subramanian Oleg Rybakov Chris De Sa Amir Yazdanbakhsh 68 20 0 02 Feb 2023
UPop: Unified and Progressive Pruning for Compressing Vision-Language Transformers Dachuan Shi Chaofan Tao Ying Jin Zhendong Yang Chun Yuan Jiaqi Wang VLM ViT 118 39 0 31 Jan 2023
Self-Compressing Neural Networks Szabolcs Cséfalvay J. Imber 49 3 0 30 Jan 2023
DepGraph: Towards Any Structural Pruning Gongfan Fang Xinyin Ma Mingli Song Michael Bi Mi Xinchao Wang GNN 172 276 0 30 Jan 2023
BiBench: Benchmarking and Analyzing Network Binarization Haotong Qin Mingyuan Zhang Yifu Ding Aoyu Li Zhongang Cai Ziwei Liu Feng Yu Xianglong Liu MQ AAML 106 37 0 26 Jan 2023
Low-Rank Winograd Transformation for 3D Convolutional Neural Networks Ziran Qin Mingbao Lin Weiyao Lin 3DPC 77 3 0 26 Jan 2023
HALOC: Hardware-Aware Automatic Low-Rank Compression for Compact Neural Networks Jinqi Xiao Chengming Zhang Yu Gong Miao Yin Yang Sui Lizhi Xiang Dingwen Tao Bo Yuan 111 20 0 20 Jan 2023
HCE: Improving Performance and Efficiency with Heterogeneously Compressed Neural Network Ensemble Jingchi Zhang Huanrui Yang Hai Helen Li 42 1 0 18 Jan 2023
RedBit: An End-to-End Flexible Framework for Evaluating the Accuracy of Quantized CNNs A. M. Ribeiro-dos-Santos João Dinis Ferreira O. Mutlu G. Falcão MQ 97 2 0 15 Jan 2023
GOHSP: A Unified Framework of Graph and Optimization-based Heterogeneous Structured Pruning for Vision Transformer Miao Yin Burak Uzkent Yilin Shen Hongxia Jin Bo Yuan ViT 78 16 0 13 Jan 2023
Why is the State of Neural Network Pruning so Confusing? On the Fairness, Comparison Setup, and Trainability in Network Pruning Huan Wang Can Qin Yue Bai Yun Fu 103 21 0 12 Jan 2023
Pruning Before Training May Improve Generalization, Provably Hongru Yang Yingbin Liang Xiaojie Guo Lingfei Wu Zhangyang Wang MLT 62 2 0 01 Jan 2023
Hyperspherical Quantization: Toward Smaller and More Accurate Models Dan Liu X. Chen Chen Ma Xue Liu MQ 65 3 0 24 Dec 2022
Domain Generalization with Correlated Style Uncertainty Zheyu Zhang Bin Wang Debesh Jha Ugur Demir Ulas Bagci OOD 113 6 0 20 Dec 2022
FSCNN: A Fast Sparse Convolution Neural Network Inference System Bo Ji Tianyi Chen 60 3 0 17 Dec 2022
Towards Hardware-Specific Automatic Compression of Neural Networks Torben Krieger Bernhard Klein Holger Fröning MQ 66 2 0 15 Dec 2022
All-in-One: A Highly Representative DNN Pruning Framework for Edge Devices with Dynamic Power Management Yifan Gong Zheng Zhan Pu Zhao Yushu Wu Chaoan Wu Caiwen Ding Weiwen Jiang Minghai Qin Yanzhi Wang 71 7 0 09 Dec 2022
Efficient Stein Variational Inference for Reliable Distribution-lossless Network Pruning Yingchun Wang Song Guo Jingcai Guo Weizhan Zhang Yi Tian Xu Jiewei Zhang Yi Liu 87 17 0 07 Dec 2022
Slimmable Pruned Neural Networks Hideaki Kuratsu Atsuyoshi Nakamura 104 2 0 07 Dec 2022
On-device Training: A First Overview on Existing Systems Shuai Zhu Thiemo Voigt Jeonggil Ko Fatemeh Rahimian 142 17 0 01 Dec 2022
Boosted Dynamic Neural Networks Haichao Yu Haoxiang Li G. Hua Gao Huang Humphrey Shi 103 8 0 30 Nov 2022
AdvMask: A Sparse Adversarial Attack Based Data Augmentation Method for Image Classification Suorong Yang Jinqiao Li Jian Zhao S. Furao AAML 69 6 0 29 Nov 2022
Developmental Plasticity-inspired Adaptive Pruning for Deep Spiking and Artificial Neural Networks Bing Han Feifei Zhao Yi Zeng Guobin Shen 93 6 0 23 Nov 2022
Learning Low-Rank Representations for Model Compression Zezhou Zhu Yucong Zhou Zhaobai Zhong SSL MQ 64 3 0 21 Nov 2022
Pruning Very Deep Neural Network Channels for Efficient Inference Yihui He 57 1 0 14 Nov 2022
Partial Binarization of Neural Networks for Budget-Aware Efficient Learning Udbhav Bamba Neeraj Anand Saksham Aggarwal Dilip K Prasad D. K. Gupta MQ 77 0 0 12 Nov 2022
RepGhost: A Hardware-Efficient Ghost Module via Re-parameterization Chengpeng Chen Zichao Guo Haien Zeng Pengfei Xiong Jian Dong 72 43 0 11 Nov 2022
MGiaD: Multigrid in all dimensions. Efficiency and robustness by coarsening in resolution and channel dimensions Antonia van Betteray Matthias Rottmann Karsten Kahl 70 2 0 10 Nov 2022
ClassPruning: Speed Up Image Restoration Networks by Dynamic N:M Pruning Yang Zhou Yuda Song Hui Qian Xin Du VLM 67 1 0 10 Nov 2022
WaveNets: Wavelet Channel Attention Networks Hadi Salman Caleb Parks Shizhan Hong J. Zhan 72 1 0 04 Nov 2022
Soft Masking for Cost-Constrained Channel Pruning Ryan Humble Maying Shen J. Latorre Eric Darve1 J. Álvarez 54 14 0 04 Nov 2022
Efficient Spatially Sparse Inference for Conditional GANs and Diffusion Models Zhekai Zhang Ji Lin Chenlin Meng Stefano Ermon Song Han Jun-Yan Zhu DiffM 140 49 0 03 Nov 2022
Self Similarity Matrix based CNN Filter Pruning S. Rakshith Jayesh Rajkumar Vachhani Sourabh Vasant Gothe Rishabh Khurana 47 0 0 03 Nov 2022
$Strong Lottery Ticket Hypothesis with $\varepsilon$--perturbation$ Strong Lottery Ticket Hypothesis with $\varepsilon$ --perturbation Zheyang Xiong Fangshuo Liao Anastasios Kyrillidis 61 2 0 29 Oct 2022
MinUn: Accurate ML Inference on Microcontrollers Shikhar Jaiswal R. Goli Aayan Kumar Vivek Seshadri Rahul Sharma 88 3 0 29 Oct 2022
A pruning method based on the dissimilarity of angle among channels and filters Jiayi Yao P. Li Xiatao Kang Yuzhe Wang 3DPC 58 3 0 29 Oct 2022
Exploring the Effects of Channel Sparsity on Neural Network Pruning for Acoustic Scene Classification Yiqian Cai Shengchen Li 35 0 0 28 Oct 2022
Approximating Continuous Convolutions for Deep Network Compression Theo W. Costain V. Prisacariu 66 0 0 17 Oct 2022
Neural Network Compression by Joint Sparsity Promotion and Redundancy Reduction T. M. Khan Syed S. Naqvi A. Robles-Kelly Erik H. W. Meijering 89 7 0 14 Oct 2022
SeKron: A Decomposition Method Supporting Many Factorization Structures Marawan Gamal Abdel Hameed A. Mosleh Marzieh S. Tahaei V. Nia 59 1 0 12 Oct 2022
Advancing Model Pruning via Bi-level Optimization Yihua Zhang Yuguang Yao Parikshit Ram Pu Zhao Tianlong Chen Min-Fong Hong Yanzhi Wang Sijia Liu 165 68 0 08 Oct 2022
IR2Net: Information Restriction and Information Recovery for Accurate Binary Neural Networks Ping Xue Yang Lu Jingfei Chang Xing Wei Zhen Wei MQ 134 0 0 06 Oct 2022
Basic Binary Convolution Unit for Binarized Image Restoration Network Bin Xia Yulun Zhang Yitong Wang Yapeng Tian Wenming Yang Radu Timofte Luc Van Gool MQ 80 23 0 02 Oct 2022
EAPruning: Evolutionary Pruning for Vision Transformers and CNNs Qingyuan Li Bo Zhang Xiangxiang Chu ViT VLM 53 3 0 01 Oct 2022
Diving into Unified Data-Model Sparsity for Class-Imbalanced Graph Representation Learning Chunhui Zhang Chao Huang Yijun Tian Qianlong Wen Z. Ouyang Youhuan Li Yanfang Ye Chuxu Zhang 69 8 0 01 Oct 2022
Untargeted Backdoor Watermark: Towards Harmless and Stealthy Dataset Copyright Protection Yiming Li Yang Bai Yong Jiang Yong-Liang Yang Shutao Xia Bo Li AAML 140 110 0 27 Sep 2022
Layer Freezing & Data Sieving: Missing Pieces of a Generic Framework for Sparse Training Geng Yuan Yanyu Li Sheng Li Zhenglun Kong Sergey Tulyakov Xulong Tang Yanzhi Wang Jian Ren 86 16 0 22 Sep 2022
EPIC TTS Models: Empirical Pruning Investigations Characterizing Text-To-Speech Models Perry Lam Huayun Zhang Nancy F. Chen Berrak Sisman 29 2 0 22 Sep 2022
Pruning Neural Networks via Coresets and Convex Geometry: Towards No Assumptions M. Tukan Loay Mualem Alaa Maalouf 3DPC 80 23 0 18 Sep 2022
MetaMask: Revisiting Dimensional Confounder for Self-Supervised Learning Jiangmeng Li Jingyao Wang Yanan Zhang Wenyi Mo Changwen Zheng Fuchun Sun Hui Xiong SSL 112 14 0 16 Sep 2022