Pruning Filters for Efficient ConvNets

31 August 2016

Hao Li

Papers citing "Pruning Filters for Efficient ConvNets"

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Title
EDCompress: Energy-Aware Model Compression for Dataflows Zhehui Wang Yaoyu Zhang Qiufeng Wang Rick Siow Mong Goh 39 2 0 08 Jun 2020
Differentiable Neural Input Search for Recommender Systems Weiyu Cheng Yanyan Shen Linpeng Huang 32 36 0 08 Jun 2020
Novel Adaptive Binary Search Strategy-First Hybrid Pyramid- and Clustering-Based CNN Filter Pruning Method without Parameters Setting K. Chung Yu-Lun Chang Bo-Wei Tsai 25 0 0 08 Jun 2020
EDropout: Energy-Based Dropout and Pruning of Deep Neural Networks Hojjat Salehinejad S. Valaee 10 44 0 07 Jun 2020
MMA Regularization: Decorrelating Weights of Neural Networks by Maximizing the Minimal Angles Zhennan Wang Canqun Xiang Wenbin Zou Chen Xu 19 19 0 06 Jun 2020
Scientific Calculator for Designing Trojan Detectors in Neural Networks P. Bajcsy N. Schaub Michael Majurski 18 0 0 05 Jun 2020
Accelerating Natural Language Understanding in Task-Oriented Dialog Ojas Ahuja Shrey Desai VLM 18 1 0 05 Jun 2020
An Overview of Neural Network Compression James OÑeill AI4CE 52 98 0 05 Jun 2020
Shapley Value as Principled Metric for Structured Network Pruning Marco Ancona Cengiz Öztireli Markus Gross 29 8 0 02 Jun 2020
Pruning via Iterative Ranking of Sensitivity Statistics Stijn Verdenius M. Stol Patrick Forré AAML 24 37 0 01 Jun 2020
CoDiNet: Path Distribution Modeling with Consistency and Diversity for Dynamic Routing Huanyu Wang Zequn Qin Songyuan Li Xi Li 16 7 0 29 May 2020
Exploiting Non-Linear Redundancy for Neural Model Compression Muhammad Ahmed Shah R. Olivier Bhiksha Raj 6 2 0 28 May 2020
A Feature-map Discriminant Perspective for Pruning Deep Neural Networks Zejiang Hou S. Kung 22 5 0 28 May 2020
PruneNet: Channel Pruning via Global Importance A. Khetan Zohar Karnin 26 11 0 22 May 2020
Position-based Scaled Gradient for Model Quantization and Pruning Jangho Kim Kiyoon Yoo Nojun Kwak MQ 21 7 0 22 May 2020
Feature Statistics Guided Efficient Filter Pruning Hang Li Chen Ma Wenyuan Xu Xue Liu 25 34 0 21 May 2020
Learning from a Lightweight Teacher for Efficient Knowledge Distillation Yuang Liu Wei Zhang Jun Wang 22 3 0 19 May 2020
Joint Multi-Dimension Pruning via Numerical Gradient Update Zechun Liu Xinming Zhang Zhiqiang Shen Zhe Li Yichen Wei Kwang-Ting Cheng Jian Sun 47 19 0 18 May 2020
Sparse Mixture of Local Experts for Efficient Speech Enhancement Aswin Sivaraman Minje Kim MoE 25 13 0 16 May 2020
MicroNet for Efficient Language Modeling Zhongxia Yan Hanrui Wang Demi Guo Song Han 23 8 0 16 May 2020
A flexible, extensible software framework for model compression based on the LC algorithm Yerlan Idelbayev Miguel Á. Carreira-Perpiñán 17 9 0 15 May 2020
PENNI: Pruned Kernel Sharing for Efficient CNN Inference Shiyu Li Edward Hanson H. Li Yiran Chen 16 16 0 14 May 2020
Dynamic Sparse Training: Find Efficient Sparse Network From Scratch With Trainable Masked Layers Junjie Liu Zhe Xu Runbin Shi R. Cheung Hayden Kwok-Hay So 17 119 0 14 May 2020
RSO: A Gradient Free Sampling Based Approach For Training Deep Neural Networks Rohun Tripathi Bharat Singh 17 5 0 12 May 2020
schuBERT: Optimizing Elements of BERT A. Khetan Zohar Karnin 31 30 0 09 May 2020
Pruning Algorithms to Accelerate Convolutional Neural Networks for Edge Applications: A Survey Jiayi Liu S. Tripathi Unmesh Kurup Mohak Shah 3DPC MedIm 30 52 0 08 May 2020
SmartExchange: Trading Higher-cost Memory Storage/Access for Lower-cost Computation Yang Zhao Xiaohan Chen Yue Wang Chaojian Li Haoran You Y. Fu Yuan Xie Zhangyang Wang Yingyan Lin MQ 40 43 0 07 May 2020
DMCP: Differentiable Markov Channel Pruning for Neural Networks Shaopeng Guo Yujie Wang Quanquan Li Junjie Yan 8 164 0 07 May 2020
TIRAMISU: A Polyhedral Compiler for Dense and Sparse Deep Learning Riyadh Baghdadi Abdelkader Nadir Debbagh K. Abdous Fatima-Zohra Benhamida Alex Renda Jonathan Frankle Michael Carbin Saman P. Amarasinghe 21 16 0 07 May 2020
Dependency Aware Filter Pruning Kai Zhao Xinyu Zhang Qi Han Ming-Ming Cheng 16 3 0 06 May 2020
AIBench Scenario: Scenario-distilling AI Benchmarking Wanling Gao Fei Tang Jianfeng Zhan Xu Wen Lei Wang Zheng Cao Chuanxin Lan Chunjie Luo Xiaoli Liu Zihan Jiang 31 14 0 06 May 2020
NTIRE 2020 Challenge on Image and Video Deblurring Seungjun Nah Sanghyun Son Radu Timofte Kyoung Mu Lee 67 32 0 04 May 2020
Importance Driven Continual Learning for Segmentation Across Domains S. Özgün Anne-Marie Rickmann Abhijit Guha Roy Christian Wachinger OOD CLL 14 33 0 30 Apr 2020
Bridging Mode Connectivity in Loss Landscapes and Adversarial Robustness Pu Zhao Pin-Yu Chen Payel Das Karthikeyan N. Ramamurthy Xue Lin AAML 64 185 0 30 Apr 2020
Pruning artificial neural networks: a way to find well-generalizing, high-entropy sharp minima Enzo Tartaglione Andrea Bragagnolo Marco Grangetto 41 11 0 30 Apr 2020
TRP: Trained Rank Pruning for Efficient Deep Neural Networks Yuhui Xu Yuxi Li Shuai Zhang W. Wen Botao Wang Y. Qi Yiran Chen Weiyao Lin H. Xiong AAML 41 71 0 30 Apr 2020
Rethinking Class-Discrimination Based CNN Channel Pruning Yuchen Liu D. Wentzlaff S. Kung 16 10 0 29 Apr 2020
WoodFisher: Efficient Second-Order Approximation for Neural Network Compression Sidak Pal Singh Dan Alistarh 8 27 0 29 Apr 2020
Do We Need Fully Connected Output Layers in Convolutional Networks? Zhongchao Qian Tyler L. Hayes Kushal Kafle Christopher Kanan 17 8 0 28 Apr 2020
FlexSA: Flexible Systolic Array Architecture for Efficient Pruned DNN Model Training Sangkug Lym M. Erez 21 25 0 27 Apr 2020
Filter Grafting for Deep Neural Networks: Reason, Method, and Cultivation Hao Cheng Fanxu Meng Ke Li Huixiang Luo Guangming Lu Xing Sun Feiyue Huang 18 0 0 26 Apr 2020
Convolution-Weight-Distribution Assumption: Rethinking the Criteria of Channel Pruning Zhongzhan Huang Wenqi Shao Xinjiang Wang Liang Lin Ping Luo 27 52 0 24 Apr 2020
SIPA: A Simple Framework for Efficient Networks Gihun Lee Sangmin Bae Jaehoon Oh Seyoung Yun 19 1 0 24 Apr 2020
Automatic low-bit hybrid quantization of neural networks through meta learning Tao Wang Junsong Wang Chang Xu Chao Xue MQ 16 2 0 24 Apr 2020
Intermittent Inference with Nonuniformly Compressed Multi-Exit Neural Network for Energy Harvesting Powered Devices Yawen Wu Zhepeng Wang Zhenge Jia Yiyu Shi Jiaxi Hu 28 54 0 23 Apr 2020
MGX: Near-Zero Overhead Memory Protection for Data-Intensive Accelerators Weizhe Hua M. Umar Zhiru Zhang G. E. Suh GNN 44 19 0 20 Apr 2020
Efficient Synthesis of Compact Deep Neural Networks Wenhan Xia Hongxu Yin N. Jha 29 3 0 18 Apr 2020
Non-Blocking Simultaneous Multithreading: Embracing the Resiliency of Deep Neural Networks Gil Shomron U. Weiser 16 14 0 17 Apr 2020
Training with Quantization Noise for Extreme Model Compression Angela Fan Pierre Stock Benjamin Graham Edouard Grave Remi Gribonval Hervé Jégou Armand Joulin MQ 24 243 0 15 Apr 2020
A Unified DNN Weight Compression Framework Using Reweighted Optimization Methods Tianyun Zhang Xiaolong Ma Zheng Zhan Shangli Zhou Minghai Qin Fei Sun Yen-kuang Chen Caiwen Ding M. Fardad Yanzhi Wang 33 5 0 12 Apr 2020