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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
The Road to On-board Change Detection: A Lightweight Patch-Level Change Detection Network via Exploring the Potential of Pruning and Pooling Lihui Xue Zhihao Wang Xueqian Wang Gang Li 93 1 0 16 Oct 2023
QLLM: Accurate and Efficient Low-Bitwidth Quantization for Large Language Models Jing Liu Ruihao Gong Xiuying Wei Zhiwei Dong Jianfei Cai Bohan Zhuang MQ 90 53 0 12 Oct 2023
Filter Pruning For CNN With Enhanced Linear Representation Redundancy Bojue Wang Chun-Xia Ma Bin Liu Nianbo Liu Jinqi Zhu 65 1 0 10 Oct 2023
SUBP: Soft Uniform Block Pruning for 1xN Sparse CNNs Multithreading Acceleration Jingyang Xiang Siqi Li Jun Chen Shipeng Bai Yukai Ma Guang Dai Yong-Jin Liu 66 1 0 10 Oct 2023
Extreme sparsification of physics-augmented neural networks for interpretable model discovery in mechanics J. Fuhg Reese E. Jones N. Bouklas AI4CE 88 26 0 05 Oct 2023
ELIP: Efficient Language-Image Pre-training with Fewer Vision Tokens Yangyang Guo Haoyu Zhang Yongkang Wong Liqiang Nie Mohan Kankanhalli VLM 69 3 0 28 Sep 2023
Enabling Resource-efficient AIoT System with Cross-level Optimization: A survey Sicong Liu Bin Guo Cheng Fang Ziqi Wang Shiyan Luo Zimu Zhou Zhiwen Yu AI4CE 95 23 0 27 Sep 2023
A Differentiable Framework for End-to-End Learning of Hybrid Structured Compression Moonjung Eo Suhyun Kang Wonjong Rhee 54 1 0 21 Sep 2023
Towards Real-Time Neural Video Codec for Cross-Platform Application Using Calibration Information Kuan Tian Yonghang Guan Jin-Peng Xiang Jun Zhang Xiao Han Wei Yang 70 7 0 20 Sep 2023
Towards Artificial General Intelligence (AGI) in the Internet of Things (IoT): Opportunities and Challenges Fei Dou Jin Ye Geng Yuan Qin Lu Wei Niu ... Hongyue Sun Yunli Shao Changying Li Tianming Liu Wenzhan Song AI4CE 85 29 0 14 Sep 2023
FedDIP: Federated Learning with Extreme Dynamic Pruning and Incremental Regularization Qianyu Long Christos Anagnostopoulos Shameem Puthiya Parambath Daning Bi AI4CE FedML 84 2 0 13 Sep 2023
Real-Time Semantic Segmentation: A Brief Survey & Comparative Study in Remote Sensing Clifford Broni-Bediako Junshi Xia Naoto Yokoya 89 10 0 12 Sep 2023
Maestro: Uncovering Low-Rank Structures via Trainable Decomposition Samuel Horváth Stefanos Laskaridis Shashank Rajput Hongyi Wang BDL 78 4 0 28 Aug 2023
Computation-efficient Deep Learning for Computer Vision: A Survey Yulin Wang Yizeng Han Chaofei Wang Shiji Song Qi Tian Gao Huang VLM 132 21 0 27 Aug 2023
DLIP: Distilling Language-Image Pre-training Huafeng Kuang Jie Wu Xiawu Zheng Ming Li Xuefeng Xiao Rui Wang Min Zheng Rongrong Ji VLM 70 4 0 24 Aug 2023
Efficient Joint Optimization of Layer-Adaptive Weight Pruning in Deep Neural Networks Kaixin Xu Zhe Wang Xue Geng Jie Lin Min-man Wu Xiaoli Li Weisi Lin 77 15 0 21 Aug 2023
ResQ: Residual Quantization for Video Perception Davide Abati H. Yahia Markus Nagel A. Habibian MQ 38 2 0 18 Aug 2023
ResBuilder: Automated Learning of Depth with Residual Structures Julian Burghoff Matthias Rottmann Jill von Conta S. Schoenen A. Witte Hanno Gottschalk 49 0 0 16 Aug 2023
Benchmarking Adversarial Robustness of Compressed Deep Learning Models Brijesh Vora Kartik Patwari Syed Mahbub Hafiz Zubair Shafiq Chen-Nee Chuah AAML 77 2 0 16 Aug 2023
FusionPlanner: A Multi-task Motion Planner for Mining Trucks via Multi-sensor Fusion Siyu Teng Luxi Li Yuchen Li Xuemin Hu Lingxi Li Yunfeng Ai Long Chen 62 37 0 14 Aug 2023
RMP-Loss: Regularizing Membrane Potential Distribution for Spiking Neural Networks Yu-Zhu Guo Xiaode Liu Y. Chen Liwen Zhang Weihang Peng Yuhan Zhang Xuhui Huang Zhe Ma AAML MQ 96 24 0 13 Aug 2023
Influence Function Based Second-Order Channel Pruning-Evaluating True Loss Changes For Pruning Is Possible Without Retraining Hongrong Cheng Miao Zhang Javen Qinfeng Shi AAML 63 1 0 13 Aug 2023
Resource Constrained Model Compression via Minimax Optimization for Spiking Neural Networks Jue Chen Huan Yuan Jianchao Tan Bin Chen Chengru Song Di Zhang 69 4 0 09 Aug 2023
Pruning a neural network using Bayesian inference Sunil Mathew D. Rowe 34 0 0 04 Aug 2023
Model Compression Methods for YOLOv5: A Review Mohammad Jani Jamil Fayyad Younes Al Younes Homayoun Najjaran 83 15 0 21 Jul 2023
Digital Modeling on Large Kernel Metamaterial Neural Network Quan Liu Hanyu Zheng Brandon T. Swartz Ho Hin Lee Zuhayr Asad I. Kravchenko Jason G Valentine Yuankai Huo 51 4 0 21 Jul 2023
Approximate Computing Survey, Part II: Application-Specific & Architectural Approximation Techniques and Applications Vasileios Leon Muhammad Abdullah Hanif Giorgos Armeniakos Xun Jiao Mohamed Bennai K. Pekmestzi Dimitrios Soudris 104 3 0 20 Jul 2023
UPSCALE: Unconstrained Channel Pruning Alvin Wan Hanxiang Hao K. Patnaik Yueyang Xu Omer Hadad David Guera Zhile Ren Qi Shan 71 4 0 17 Jul 2023
Differentiable Transportation Pruning Yun-qiang Li Jan van Gemert Torsten Hoefler Bert Moons E. Eleftheriou Bram-Ernst Verhoef OT 89 8 0 17 Jul 2023
Learning Sparse Neural Networks with Identity Layers Mingjian Ni Guangyao Chen Xiawu Zheng Peixi Peng Liuliang Yuan Yonghong Tian 64 0 0 14 Jul 2023
YOLIC: An Efficient Method for Object Localization and Classification on Edge Devices Kai Su Yoichi Tomioka Qiang Zhao Yong Liu 56 4 0 13 Jul 2023
DGCNet: An Efficient 3D-Densenet based on Dynamic Group Convolution for Hyperspectral Remote Sensing Image Classification Guandong Li 26 6 0 13 Jul 2023
Search-time Efficient Device Constraints-Aware Neural Architecture Search Oshin Dutta Tanu Kanvar Sumeet Agarwal 64 3 0 10 Jul 2023
InfLoR-SNN: Reducing Information Loss for Spiking Neural Networks Yu-Zhu Guo Y. Chen Liwen Zhang Xiaode Liu Xinyi Tong Yuanyuan Ou Xuhui Huang Zhe Ma AAML 97 2 0 10 Jul 2023
Pruning vs Quantization: Which is Better? Andrey Kuzmin Markus Nagel M. V. Baalen Arash Behboodi Tijmen Blankevoort MQ 135 56 0 06 Jul 2023
Interpretable Computer Vision Models through Adversarial Training: Unveiling the Robustness-Interpretability Connection Delyan Boychev AAML 80 1 0 04 Jul 2023
Filter Pruning for Efficient CNNs via Knowledge-driven Differential Filter Sampler Shaohui Lin Wenxuan Huang Jiao Xie Baochang Zhang Yunhang Shen Zhou Yu Jungong Han David Doermann 60 2 0 01 Jul 2023
MultiTASC: A Multi-Tenancy-Aware Scheduler for Cascaded DNN Inference at the Consumer Edge Sokratis Nikolaidis Stylianos I. Venieris I. Venieris 59 2 0 22 Jun 2023
Exploring Effective Mask Sampling Modeling for Neural Image Compression Lin Liu Mingming Zhao Shanxin Yuan Wenlong Lyu Wen-gang Zhou Houqiang Li Yanfeng Wang Qi Tian 69 3 0 09 Jun 2023
Spatial Re-parameterization for N:M Sparsity Yuxin Zhang Mingbao Lin Mingliang Xu Mengzhao Chen Yong Li 228 2 0 09 Jun 2023
ModuleFormer: Modularity Emerges from Mixture-of-Experts Songlin Yang Zheyu Zhang Tianyou Cao Shawn Tan Zhenfang Chen Chuang Gan KELM MoE 56 10 0 07 Jun 2023
CFDP: Common Frequency Domain Pruning Samir Khaki Weihan Luo 3DV 77 5 0 07 Jun 2023
The Emergence of Essential Sparsity in Large Pre-trained Models: The Weights that Matter Ajay Jaiswal Shiwei Liu Tianlong Chen Zhangyang Wang VLM 71 34 0 06 Jun 2023
Robust low-rank training via approximate orthonormal constraints Dayana Savostianova Emanuele Zangrando Gianluca Ceruti Francesco Tudisco 69 10 0 02 Jun 2023
SnapFusion: Text-to-Image Diffusion Model on Mobile Devices within Two Seconds Yanyu Li Huan Wang Qing Jin Ju Hu Pavlo Chemerys Yun Fu Yanzhi Wang Sergey Tulyakov Jian Ren VLM 134 165 0 01 Jun 2023
Diffused Redundancy in Pre-trained Representations Vedant Nanda Till Speicher John P. Dickerson Soheil Feizi Krishna P. Gummadi Adrian Weller SSL 69 3 0 31 May 2023
Dynamic Sparsity Is Channel-Level Sparsity Learner Lu Yin Gen Li Meng Fang Lijuan Shen Tianjin Huang Zhangyang Wang Vlado Menkovski Xiaolong Ma Mykola Pechenizkiy Shiwei Liu 94 21 0 30 May 2023
Neural Network Reduction with Guided Regularizers Ali Haisam Muhammad Rafid Adrian Sandu 111 1 0 29 May 2023
CrossGET: Cross-Guided Ensemble of Tokens for Accelerating Vision-Language Transformers Dachuan Shi Chaofan Tao Anyi Rao Zhendong Yang Chun Yuan Jiaqi Wang VLM 133 23 0 27 May 2023
MixFormerV2: Efficient Fully Transformer Tracking Yutao Cui Tian-Shu Song Gangshan Wu Liming Wang 90 59 0 25 May 2023