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Pruning Filters for Efficient ConvNets

31 August 2016

Hao Li

Papers citing "Pruning Filters for Efficient ConvNets"

50 / 1,596 papers shown

Title
DAIS: Automatic Channel Pruning via Differentiable Annealing Indicator Search Yushuo Guan Ning Liu Pengyu Zhao Zhengping Che Kaigui Bian Yanzhi Wang Jian Tang 53 40 0 04 Nov 2020
Methods for Pruning Deep Neural Networks S. Vadera Salem Ameen 3DPC 76 131 0 31 Oct 2020
Fusion-Catalyzed Pruning for Optimizing Deep Learning on Intelligent Edge Devices Guangli Li Xiu Ma Xueying Wang Lei Liu Jingling Xue Xiaobing Feng 79 33 0 30 Oct 2020
Greedy Optimization Provably Wins the Lottery: Logarithmic Number of Winning Tickets is Enough Mao Ye Lemeng Wu Qiang Liu 67 17 0 29 Oct 2020
Permute, Quantize, and Fine-tune: Efficient Compression of Neural Networks Julieta Martinez Jashan Shewakramani Ting Liu Ioan Andrei Bârsan Wenyuan Zeng R. Urtasun MQ 94 31 0 29 Oct 2020
Attribution Preservation in Network Compression for Reliable Network Interpretation Geondo Park J. Yang Sung Ju Hwang Eunho Yang 57 5 0 28 Oct 2020
Model Rubik's Cube: Twisting Resolution, Depth and Width for TinyNets Kai Han Yunhe Wang Qiulin Zhang Wei Zhang Chunjing Xu Tong Zhang 74 89 0 28 Oct 2020
Robust and Verifiable Information Embedding Attacks to Deep Neural Networks via Error-Correcting Codes Jinyuan Jia Binghui Wang Neil Zhenqiang Gong AAML 66 5 0 26 Oct 2020
Neuron Merging: Compensating for Pruned Neurons Woojeong Kim Suhyun Kim Mincheol Park Geonseok Jeon 72 33 0 25 Oct 2020
MARS: Multi-macro Architecture SRAM CIM-Based Accelerator with Co-designed Compressed Neural Networks Syuan-Hao Sie Jye-Luen Lee Yi-Ren Chen Chih-Cheng Lu C. Hsieh Meng-Fan Chang K. Tang 36 14 0 24 Oct 2020
AutoPruning for Deep Neural Network with Dynamic Channel Masking Baopu Li Yanwen Fan Zhihong Pan Gang Zhang 88 1 0 22 Oct 2020
Adaptive Pixel-wise Structured Sparse Network for Efficient CNNs Chen Tang Wenyu Sun Zhuqing Yuan Yongpan Liu 30 0 0 21 Oct 2020
ApproxDet: Content and Contention-Aware Approximate Object Detection for Mobiles Ran Xu Chen-Da Liu-Zhang Pengcheng Wang Jayoung Lee Subrata Mitra Somali Chaterji Yin Li S. Bagchi 66 60 0 21 Oct 2020
SCOP: Scientific Control for Reliable Neural Network Pruning Yehui Tang Yunhe Wang Yixing Xu Dacheng Tao Chunjing Xu Chao Xu Chang Xu AAML 121 166 0 21 Oct 2020
Softer Pruning, Incremental Regularization Linhang Cai Zhulin An Chuanguang Yang Yongjun Xu 50 17 0 19 Oct 2020
Deep Learning in the Era of Edge Computing: Challenges and Opportunities Mi Zhang Faen Zhang Nicholas D. Lane Yuanchao Shu Xiao Zeng Biyi Fang Shen Yan Hui Xu 49 42 0 17 Oct 2020
Efficient and Compact Convolutional Neural Network Architectures for Non-temporal Real-time Fire Detection W. Thomson Neelanjan Bhowmik T. Breckon 24 18 0 17 Oct 2020
Adaptive Dense-to-Sparse Paradigm for Pruning Online Recommendation System with Non-Stationary Data Mao Ye Dhruv Choudhary Jiecao Yu Ellie Wen Zeliang Chen Jiyan Yang Jongsoo Park Qiang Liu A. Kejariwal 76 9 0 16 Oct 2020
Towards Optimal Filter Pruning with Balanced Performance and Pruning Speed Dong Li Sitong Chen Xudong Liu Yunda Sun Li Zhang VLM 28 4 0 14 Oct 2020
Coarse and fine-grained automatic cropping deep convolutional neural network Jingfei Chang 29 0 0 13 Oct 2020
Glance and Focus: a Dynamic Approach to Reducing Spatial Redundancy in Image Classification Yulin Wang Kangchen Lv Rui Huang Shiji Song Le Yang Gao Huang 3DH 54 151 0 11 Oct 2020
Accelerate CNNs from Three Dimensions: A Comprehensive Pruning Framework Wenxiao Wang Minghao Chen Shuai Zhao Long Chen Jinming Hu Haifeng Liu Deng Cai Xiaofei He Wei Liu 115 60 0 10 Oct 2020
Training Binary Neural Networks through Learning with Noisy Supervision Kai Han Yunhe Wang Yixing Xu Chunjing Xu Enhua Wu Chang Xu MQ 63 57 0 10 Oct 2020
Be Your Own Best Competitor! Multi-Branched Adversarial Knowledge Transfer Mahdi Ghorbani Fahimeh Fooladgar S. Kasaei AAML 53 0 0 09 Oct 2020
Comprehensive Online Network Pruning via Learnable Scaling Factors Muhammad Umair Haider M. Taj 76 7 0 06 Oct 2020
A Panda? No, It's a Sloth: Slowdown Attacks on Adaptive Multi-Exit Neural Network Inference Sanghyun Hong Yigitcan Kaya Ionut-Vlad Modoranu Tudor Dumitras AAML 83 73 0 06 Oct 2020
Winning Lottery Tickets in Deep Generative Models Neha Kalibhat Yogesh Balaji Soheil Feizi WIGM 94 42 0 05 Oct 2020
Are Neural Nets Modular? Inspecting Functional Modularity Through Differentiable Weight Masks Róbert Csordás Sjoerd van Steenkiste Jürgen Schmidhuber 102 97 0 05 Oct 2020
Joint Pruning & Quantization for Extremely Sparse Neural Networks Po-Hsiang Yu Sih-Sian Wu Jan P. Klopp Liang-Gee Chen Shao-Yi Chien MQ 79 16 0 05 Oct 2020
UCP: Uniform Channel Pruning for Deep Convolutional Neural Networks Compression and Acceleration Jingfei Chang Yang Lu Ping Xue Xing Wei Zhen Wei 31 2 0 03 Oct 2020
Improving Network Slimming with Nonconvex Regularization Kevin Bui Fredrick Park Shuai Zhang Y. Qi Jack Xin 98 9 0 03 Oct 2020
Pruning Filter in Filter Fanxu Meng Hao Cheng Ke Li Huixiang Luo Xiao-Wei Guo Guangming Lu Xing Sun VLM 85 109 0 30 Sep 2020
Self-grouping Convolutional Neural Networks Qingbei Guo Xiaojun Wu J. Kittler Zhiquan Feng 62 22 0 29 Sep 2020
Grow-Push-Prune: aligning deep discriminants for effective structural network compression Qing Tian Tal Arbel James J. Clark 24 8 0 29 Sep 2020
A Gradient Flow Framework For Analyzing Network Pruning Ekdeep Singh Lubana Robert P. Dick 127 52 0 24 Sep 2020
Procrustes: a Dataflow and Accelerator for Sparse Deep Neural Network Training Dingqing Yang Amin Ghasemazar X. Ren Maximilian Golub G. Lemieux Mieszko Lis 71 49 0 23 Sep 2020
Pruning Convolutional Filters using Batch Bridgeout Najeeb Khan Ian Stavness 42 3 0 23 Sep 2020
Sanity-Checking Pruning Methods: Random Tickets can Win the Jackpot Jingtong Su Yihang Chen Tianle Cai Tianhao Wu Ruiqi Gao Liwei Wang Jason D. Lee 73 86 0 22 Sep 2020
PP-OCR: A Practical Ultra Lightweight OCR System Yuning Du Chenxia Li Ruoyu Guo Xiaoting Yin Weiwei Liu ... Yifan Bai Zilin Yu Yehua Yang Qingqing Dang Hongya Wang 96 196 0 21 Sep 2020
Pruning Neural Networks at Initialization: Why are We Missing the Mark? Jonathan Frankle Gintare Karolina Dziugaite Daniel M. Roy Michael Carbin 84 240 0 18 Sep 2020
MEAL V2: Boosting Vanilla ResNet-50 to 80%+ Top-1 Accuracy on ImageNet without Tricks Zhiqiang Shen Marios Savvides 82 63 0 17 Sep 2020
Holistic Filter Pruning for Efficient Deep Neural Networks Lukas Enderich Fabian Timm Wolfram Burgard 67 7 0 17 Sep 2020
A Progressive Sub-Network Searching Framework for Dynamic Inference Li Yang Zhezhi He Yu Cao Deliang Fan AI4CE 33 6 0 11 Sep 2020
Achieving Adversarial Robustness via Sparsity Shu-Fan Wang Ningyi Liao Liyao Xiang Nanyang Ye Quanshi Zhang AAML 58 16 0 11 Sep 2020
An Efficient Quantitative Approach for Optimizing Convolutional Neural Networks Yuke Wang Boyuan Feng Xueqiao Peng Yufei Ding 3DV 26 1 0 11 Sep 2020
Extending Label Smoothing Regularization with Self-Knowledge Distillation Jiyue Wang Pei Zhang Wenjie Pang Jie Li 23 0 0 11 Sep 2020
Understanding the Role of Individual Units in a Deep Neural Network David Bau Jun-Yan Zhu Hendrik Strobelt Àgata Lapedriza Bolei Zhou Antonio Torralba GAN 84 456 0 10 Sep 2020
OrthoReg: Robust Network Pruning Using Orthonormality Regularization Ekdeep Singh Lubana Puja Trivedi C. Hougen Robert P. Dick Alfred Hero 59 1 0 10 Sep 2020
Prune Responsibly Michela Paganini VLM 73 21 0 10 Sep 2020
On the Orthogonality of Knowledge Distillation with Other Techniques: From an Ensemble Perspective Seonguk Park Kiyoon Yoo Nojun Kwak FedML 47 3 0 09 Sep 2020