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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
MaskLLM: Learnable Semi-Structured Sparsity for Large Language Models Gongfan Fang Hongxu Yin Saurav Muralidharan Greg Heinrich Jeff Pool Jan Kautz Pavlo Molchanov Xinchao Wang 73 10 0 26 Sep 2024
CNN Mixture-of-Depths Rinor Cakaj Jens Mehnert Bin Yang 79 1 0 25 Sep 2024
Green Federated Learning: A new era of Green Aware AI Dipanwita Thakur Antonella Guzzo Giancarlo Fortino Francesco Piccialli AI4CE 107 5 0 19 Sep 2024
Less Memory Means smaller GPUs: Backpropagation with Compressed Activations Daniel Barley Holger Froning 124 0 0 18 Sep 2024
Distilling Channels for Efficient Deep Tracking Shiming Ge Zhao Luo Chunhui Zhang Yingying Hua Dacheng Tao 76 30 0 18 Sep 2024
S-STE: Continuous Pruning Function for Efficient 2:4 Sparse Pre-training Yuezhou Hu Jun-Jie Zhu Jianfei Chen 129 0 0 13 Sep 2024
Structured Pruning for Efficient Visual Place Recognition Oliver Grainge Michael Milford Indu Bodala Sarvapali D. Ramchurn Shoaib Ehsan 81 1 0 12 Sep 2024
Hyper-Compression: Model Compression via Hyperfunction Fenglei Fan Juntong Fan Dayang Wang Jingbo Zhang Zelin Dong Shijun Zhang Ge Wang Tieyong Zeng 116 0 0 01 Sep 2024
MPruner: Optimizing Neural Network Size with CKA-Based Mutual Information Pruning Seungbeom Hu ChanJun Park Andrew Ferraiuolo Sang-Ki Ko Jinwoo Kim Haein Song Jieung Kim 119 1 0 24 Aug 2024
A Greedy Hierarchical Approach to Whole-Network Filter-Pruning in CNNs Kiran Purohit Anurag Parvathgari Sourangshu Bhattacharya VLM 65 0 0 22 Aug 2024
An Effective Information Theoretic Framework for Channel Pruning Yihao Chen Zefang Wang 86 3 0 14 Aug 2024
Infra-YOLO: Efficient Neural Network Structure with Model Compression for Real-Time Infrared Small Object Detection Zhonglin Chen Anyu Geng Jianan Jiang Jiwu Lu Di Wu ObjD 47 0 0 14 Aug 2024
Comb, Prune, Distill: Towards Unified Pruning for Vision Model Compression Jonas Schmitt Ruiping Liu Junwei Zheng Jiaming Zhang Rainer Stiefelhagen VLM 122 0 0 06 Aug 2024
An Efficient Real-Time Object Detection Framework on Resource-Constricted Hardware Devices via Software and Hardware Co-design Mingshuo Liu Shiyi Luo Kevin Han Magno T. M. Silva R. Demara Ali H. Sayed ObjD 74 13 0 02 Aug 2024
Toward Efficient Permutation for Hierarchical N:M Sparsity on GPUs Seungmin Yu Xiaodie Yi Hayun Lee Dongkun Shin 74 1 0 30 Jul 2024
Tiled Bit Networks: Sub-Bit Neural Network Compression Through Reuse of Learnable Binary Vectors Matt Gorbett Hossein Shirazi Indrakshi Ray MQ 114 0 0 16 Jul 2024
Improving Knowledge Distillation in Transfer Learning with Layer-wise Learning Rates Shirley Kokane M. R. Uddin Min Xu 110 1 0 05 Jul 2024
Isomorphic Pruning for Vision Models Gongfan Fang Xinyin Ma Michael Bi Mi Xinchao Wang VLM ViT 83 8 0 05 Jul 2024
LPViT: Low-Power Semi-structured Pruning for Vision Transformers Kaixin Xu Zhe Wang Chunyun Chen Xue Geng Jie Lin Xulei Yang Min-man Wu Min Wu Xiaoli Li Weisi Lin ViT VLM 211 10 0 02 Jul 2024
Pruning One More Token is Enough: Leveraging Latency-Workload Non-Linearities for Vision Transformers on the Edge Nick Eliopoulos Purvish Jajal James Davis Gaowen Liu George K. Thiravathukal Yung-Hsiang Lu 68 1 0 01 Jul 2024
DIR-BHRNet: A Lightweight Network for Real-time Vision-based Multi-person Pose Estimation on Smartphones Gongjin Lan Yu Wu Qi Hao 3DH 70 4 0 01 Jul 2024
RepAct: The Re-parameterizable Adaptive Activation Function Xian Wu Qingchuan Tao Shuang Wang 70 0 0 28 Jun 2024
SCOPE: Stochastic Cartographic Occupancy Prediction Engine for Uncertainty-Aware Dynamic Navigation Zhanteng Xie P. Dames 116 1 0 28 Jun 2024
Finding Transformer Circuits with Edge Pruning Adithya Bhaskar Alexander Wettig Dan Friedman Danqi Chen 226 20 0 24 Jun 2024
Rethinking Pruning Large Language Models: Benefits and Pitfalls of Reconstruction Error Minimization Sungbin Shin Wonpyo Park Jaeho Lee Namhoon Lee 75 2 0 21 Jun 2024
A Comprehensive Study of Structural Pruning for Vision Models Haoling Li Haoling Li Mengqi Xue Gongfan Fang Sheng Zhou Zunlei Feng Huiqiong Wang Mingli Song Lechao Cheng VLM 69 0 0 18 Jun 2024
A Generic Layer Pruning Method for Signal Modulation Recognition Deep Learning Models Yao Lu Yutao Zhu Yuqi Li Dongwei Xu Yun Lin Qi Xuan Xiaoniu Yang 61 8 0 12 Jun 2024
ALPS: Improved Optimization for Highly Sparse One-Shot Pruning for Large Language Models Xiang Meng Kayhan Behdin Haoyue Wang Rahul Mazumder 76 6 0 12 Jun 2024
Decay Pruning Method: Smooth Pruning With a Self-Rectifying Procedure Minghao Yang Linlin Gao Pengyuan Li Wenbo Li Yihong Dong Zhiying Cui 67 1 0 06 Jun 2024
Robust Knowledge Distillation Based on Feature Variance Against Backdoored Teacher Model Jinyin Chen Xiaoming Zhao Haibin Zheng Xiao Li Sheng Xiang Haifeng Guo AAML 50 5 0 01 Jun 2024
Investigating Calibration and Corruption Robustness of Post-hoc Pruned Perception CNNs: An Image Classification Benchmark Study Pallavi Mitra Gesina Schwalbe Nadja Klein AAML 74 1 0 31 May 2024
STAT: Shrinking Transformers After Training Megan Flynn Alexander Wang Dean Edward Alvarez Christopher De Sa Anil Damle 79 2 0 29 May 2024
Subspace Node Pruning Joshua Offergeld Marcel van Gerven Nasir Ahmad 81 0 0 26 May 2024
Aux-NAS: Exploiting Auxiliary Labels with Negligibly Extra Inference Cost Yuan Gao Weizhong Zhang Wenhan Luo Lin Ma Jin-Gang Yu Gui-Song Xia Jiayi Ma 82 1 0 09 May 2024
COPAL: Continual Pruning in Large Language Generative Models Srikanth Malla Joon Hee Choi Chiho Choi VLM CLL 81 2 0 02 May 2024
AB-Training: A Communication-Efficient Approach for Distributed Low-Rank Learning D. Coquelin Katherina Flügel Marie Weiel Nicholas Kiefer Muhammed Öz Charlotte Debus Achim Streit Markus Goetz 90 0 0 02 May 2024
Rapid Deployment of DNNs for Edge Computing via Structured Pruning at Initialization Bailey J. Eccles Leon Wong Blesson Varghese 71 2 0 22 Apr 2024
Data-independent Module-aware Pruning for Hierarchical Vision Transformers Yang He Qiufeng Wang ViT 83 5 0 21 Apr 2024
SNP: Structured Neuron-level Pruning to Preserve Attention Scores Kyunghwan Shim Jaewoong Yun Shinkook Choi 42 1 0 18 Apr 2024
SQUAT: Stateful Quantization-Aware Training in Recurrent Spiking Neural Networks Sreyes P. Venkatesh Razvan Marinescu Jason K. Eshraghian MQ 112 5 0 15 Apr 2024
ONNXPruner: ONNX-Based General Model Pruning Adapter Dongdong Ren Wenbin Li Tianyu Ding Lei Wang Qi Fan Jing Huo Hongbing Pan Yang Gao 92 3 0 10 Apr 2024
Lightweight Deep Learning for Resource-Constrained Environments: A Survey Hou-I Liu Marco Galindo Hongxia Xie Lai-Kuan Wong Hong-Han Shuai Yung-Hui Li Wen-Huang Cheng 130 66 0 08 Apr 2024
Towards Generalized Entropic Sparsification for Convolutional Neural Networks Tin Barisin I. Horenko 53 1 0 06 Apr 2024
Separate, Dynamic and Differentiable (SMART) Pruner for Block/Output Channel Pruning on Computer Vision Tasks Guanhua Ding Zexi Ye Zhen Zhong Gang Li David Shao 61 0 0 29 Mar 2024
Jointly Training and Pruning CNNs via Learnable Agent Guidance and Alignment Alireza Ganjdanesh Shangqian Gao Heng-Chiao Huang 84 7 0 28 Mar 2024
Tiny Machine Learning: Progress and Futures Ji Lin Ligeng Zhu Wei-Ming Chen Wei-Chen Wang Song Han 90 60 0 28 Mar 2024
The Unreasonable Ineffectiveness of the Deeper Layers Andrey Gromov Kushal Tirumala Hassan Shapourian Paolo Glorioso Daniel A. Roberts 155 106 0 26 Mar 2024
Block Selective Reprogramming for On-device Training of Vision Transformers Sreetama Sarkar Souvik Kundu Kai Zheng Peter A. Beerel 63 2 0 25 Mar 2024
Tensor network compressibility of convolutional models Sukhbinder Singh S. Jahromi Roman Orus 51 3 0 21 Mar 2024
EffiPerception: an Efficient Framework for Various Perception Tasks Xinhao Xiang Simon Dräger Jiawei Zhang VLM 75 0 0 18 Mar 2024