Pruning Filters for Efficient ConvNets

31 August 2016

Hao Li

Papers citing "Pruning Filters for Efficient ConvNets"

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Title
Knowledge Evolution in Neural Networks Ahmed Taha Abhinav Shrivastava L. Davis 54 21 0 09 Mar 2021
Split Computing and Early Exiting for Deep Learning Applications: Survey and Research Challenges Yoshitomo Matsubara Marco Levorato Francesco Restuccia 38 201 0 08 Mar 2021
Pufferfish: Communication-efficient Models At No Extra Cost Hongyi Wang Saurabh Agarwal Dimitris Papailiopoulos 19 56 0 05 Mar 2021
Lost in Pruning: The Effects of Pruning Neural Networks beyond Test Accuracy Lucas Liebenwein Cenk Baykal Brandon Carter David K Gifford Daniela Rus AAML 42 72 0 04 Mar 2021
SVMax: A Feature Embedding Regularizer Ahmed Taha Alex Hanson Abhinav Shrivastava L. Davis 34 0 0 04 Mar 2021
Network Pruning via Resource Reallocation Yuenan Hou Zheng Ma Chunxiao Liu Zhe Wang Chen Change Loy 17 19 0 02 Mar 2021
A Structurally Regularized Convolutional Neural Network for Image Classification using Wavelet-based SubBand Decomposition P. Sinha I. Psaromiligkos Z. Zilic 21 3 0 02 Mar 2021
TransTailor: Pruning the Pre-trained Model for Improved Transfer Learning Bingyan Liu Yifeng Cai Yao Guo Xiangqun Chen 33 55 0 02 Mar 2021
Embedded Knowledge Distillation in Depth-Level Dynamic Neural Network Qi Zhao Shuchang Lyu Zhiwei Zhang Ting-Bing Xu Guangliang Cheng 23 2 0 01 Mar 2021
Towards Continual, Online, Self-Supervised Depth Muhammad Umar Karim Khan TTA CLL 35 2 0 28 Feb 2021
FjORD: Fair and Accurate Federated Learning under heterogeneous targets with Ordered Dropout Samuel Horváth Stefanos Laskaridis Mario Almeida Ilias Leondiadis Stylianos I. Venieris Nicholas D. Lane 191 268 0 26 Feb 2021
Towards Accurate and Compact Architectures via Neural Architecture Transformer Yong Guo Yin Zheng Mingkui Tan Qi Chen Zhipeng Li Jian Chen P. Zhao Junzhou Huang ViT MQ 27 38 0 20 Feb 2021
Reduced-Order Neural Network Synthesis with Robustness Guarantees R. Drummond M. Turner S. Duncan 38 9 0 18 Feb 2021
Accelerated Sparse Neural Training: A Provable and Efficient Method to Find N:M Transposable Masks Itay Hubara Brian Chmiel Moshe Island Ron Banner S. Naor Daniel Soudry 61 114 0 16 Feb 2021
Scaling Up Exact Neural Network Compression by ReLU Stability Thiago Serra Xin Yu Abhinav Kumar Srikumar Ramalingam 27 24 0 15 Feb 2021
ChipNet: Budget-Aware Pruning with Heaviside Continuous Approximations Rishabh Tiwari Udbhav Bamba Arnav Chavan D. K. Gupta 25 31 0 14 Feb 2021
Self-Reorganizing and Rejuvenating CNNs for Increasing Model Capacity Utilization Wissam J. Baddar Seungju Han Seon-Min Rhee Jae-Joon Han 20 1 0 13 Feb 2021
Neural Architecture Search as Program Transformation Exploration Jack Turner Elliot J. Crowley Michael F. P. O'Boyle 43 14 0 12 Feb 2021
Computationally Efficient Multiscale Neural Networks Applied To Fluid Flow In Complex 3D Porous Media Javier E. Santos Ying Yin H. Jo Wen Pan Q. Kang Hari S. Viswanathan M. Prodanović Michael J. Pyrcz Nicholas Lubbers AI4CE 23 0 0 10 Feb 2021
Robustness in Compressed Neural Networks for Object Detection Sebastian Cygert A. Czyżewski 34 8 0 10 Feb 2021
Locally Free Weight Sharing for Network Width Search Xiu Su Shan You Tao Huang Fei Wang Chao Qian Changshui Zhang Chang Xu 30 40 0 10 Feb 2021
RANP: Resource Aware Neuron Pruning at Initialization for 3D CNNs Zhiwei Xu Thalaiyasingam Ajanthan Vibhav Vineet Leonid Sigal 31 3 0 09 Feb 2021
Learning from Shader Program Traces Yuting Yang Connelly Barnes Adam Finkelstein 18 3 0 08 Feb 2021
Learning N:M Fine-grained Structured Sparse Neural Networks From Scratch Aojun Zhou Yukun Ma Junnan Zhu Jianbo Liu Zhijie Zhang Kun Yuan Wenxiu Sun Hongsheng Li 74 242 0 08 Feb 2021
Doubly Residual Neural Decoder: Towards Low-Complexity High-Performance Channel Decoding Siyu Liao Chunhua Deng Miao Yin Bo Yuan AI4TS 29 7 0 08 Feb 2021
Structured Sparsity Inducing Adaptive Optimizers for Deep Learning T. Deleu Yoshua Bengio ODL 27 22 0 07 Feb 2021
FFConv: Fast Factorized Convolutional Neural Network Inference on Encrypted Data Yu-Ching Lu Jie Lin Chao Jin Zhe Wang Min-man Wu Khin Mi Mi Aung Xiaoli Li 16 1 0 06 Feb 2021
Topology-Aware Network Pruning using Multi-stage Graph Embedding and Reinforcement Learning Sixing Yu Arya Mazaheri Ali Jannesari 38 36 0 05 Feb 2021
A Deeper Look into Convolutions via Eigenvalue-based Pruning Ilke Çugu Emre Akbas FAtt 18 1 0 04 Feb 2021
AACP: Model Compression by Accurate and Automatic Channel Pruning Lanbo Lin Yujiu Yang Zhenhua Guo MQ 37 12 0 31 Jan 2021
Deep Model Compression based on the Training History S. H. Shabbeer Basha M. Farazuddin Viswanath Pulabaigari S. Dubey Snehasis Mukherjee VLM 30 17 0 30 Jan 2021
AdderNet and its Minimalist Hardware Design for Energy-Efficient Artificial Intelligence Yunhe Wang Mingqiang Huang Kai Han Hanting Chen Wei Zhang Chunjing Xu Dacheng Tao 53 34 0 25 Jan 2021
Pruning and Quantization for Deep Neural Network Acceleration: A Survey Tailin Liang C. Glossner Lei Wang Shaobo Shi Xiaotong Zhang MQ 150 678 0 24 Jan 2021
MinConvNets: A new class of multiplication-less Neural Networks Xuecan Yang S. Chaudhuri Laurence Likforman L. Naviner 19 0 0 23 Jan 2021
Baseline Pruning-Based Approach to Trojan Detection in Neural Networks P. Bajcsy Michael Majurski AAML 42 8 0 22 Jan 2021
GhostSR: Learning Ghost Features for Efficient Image Super-Resolution Ying Nie Kai Han Zhenhua Liu Chunjing Xu Yunhe Wang OOD 54 22 0 21 Jan 2021
Collaborative Teacher-Student Learning via Multiple Knowledge Transfer Liyuan Sun Jianping Gou Baosheng Yu Lan Du Dacheng Tao 36 11 0 21 Jan 2021
Network Pruning using Adaptive Exemplar Filters Mingbao Lin Rongrong Ji Shaojie Li Yan Wang Yongjian Wu Feiyue Huang QiXiang Ye VLM 19 53 0 20 Jan 2021
Multi-Task Network Pruning and Embedded Optimization for Real-time Deployment in ADAS F. Dellinger T. Boulay Diego Mendoza Barrenechea Said El-Hachimi Isabelle Leang Fabian Burger 22 2 0 19 Jan 2021
KCP: Kernel Cluster Pruning for Dense Labeling Neural Networks Po-Hsiang Yu Sih-Sian Wu Liang-Gee Chen VLM 21 0 0 17 Jan 2021
Trilevel Neural Architecture Search for Efficient Single Image Super-Resolution Yan Wu Zhiwu Huang Suryansh Kumar R. Sukthanker Radu Timofte Luc Van Gool 30 21 0 17 Jan 2021
Network Automatic Pruning: Start NAP and Take a Nap Wenyuan Zeng Yuwen Xiong R. Urtasun 31 9 0 17 Jan 2021
ACP: Automatic Channel Pruning via Clustering and Swarm Intelligence Optimization for CNN Jingfei Chang Yang Lu Ping Xue Yiqun Xu Zhen Wei 39 38 0 16 Jan 2021
Single-path Bit Sharing for Automatic Loss-aware Model Compression Jing Liu Bohan Zhuang Peng Chen Chunhua Shen Jianfei Cai Mingkui Tan MQ 22 7 0 13 Jan 2021
Convolutional Neural Network Simplification with Progressive Retraining D. Osaku J. Gomes A. X. Falcão 16 3 0 12 Jan 2021
RepVGG: Making VGG-style ConvNets Great Again Xiaohan Ding Xinming Zhang Ningning Ma Jungong Han Guiguang Ding Jian Sun 136 1,555 0 11 Jan 2021
Spending Your Winning Lottery Better After Drawing It Ajay Jaiswal Haoyu Ma Tianlong Chen Ying Ding Zhangyang Wang 22 6 0 08 Jan 2021
Attention-based Convolutional Autoencoders for 3D-Variational Data Assimilation Julian Mack Rossella Arcucci Miguel Molina-Solana Yi-Ke Guo 3DPC 53 34 0 06 Jan 2021
I-BERT: Integer-only BERT Quantization Sehoon Kim A. Gholami Z. Yao Michael W. Mahoney Kurt Keutzer MQ 107 345 0 05 Jan 2021
Algorithmic Complexities in Backpropagation and Tropical Neural Networks Ozgur Ceyhan 27 0 0 03 Jan 2021