Pruning Filters for Efficient ConvNets

31 August 2016

Hao Li

Papers citing "Pruning Filters for Efficient ConvNets"

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Title
Pay Attention to Convolution Filters: Towards Fast and Accurate Fine-Grained Transfer Learning Xiangxi Mo Ruizhe Cheng Tianyi Fang 26 3 0 12 Jun 2019
Taxonomy of Saliency Metrics for Channel Pruning Kaveena Persand Andrew Anderson David Gregg 26 7 0 11 Jun 2019
Simultaneously Learning Architectures and Features of Deep Neural Networks T. Wang Lixin Fan Huiling Wang 13 6 0 11 Jun 2019
Weight Agnostic Neural Networks Adam Gaier David R Ha OOD 38 239 0 11 Jun 2019
Associative Convolutional Layers H. Omidvar Vahideh Akhlaghi M. Franceschetti Rajesh K. Gupta 42 1 0 10 Jun 2019
The Generalization-Stability Tradeoff In Neural Network Pruning Brian Bartoldson Ari S. Morcos Adrian Barbu G. Erlebacher 32 72 0 09 Jun 2019
Distilling Object Detectors with Fine-grained Feature Imitation Tao Wang Li-xin Yuan Xiaopeng Zhang Jiashi Feng ObjD 13 378 0 09 Jun 2019
AutoGrow: Automatic Layer Growing in Deep Convolutional Networks W. Wen Feng Yan Yiran Chen H. Li 18 38 0 07 Jun 2019
One ticket to win them all: generalizing lottery ticket initializations across datasets and optimizers Ari S. Morcos Haonan Yu Michela Paganini Yuandong Tian 16 228 0 06 Jun 2019
Interpretable Neural Network Decoupling Yuchao Li Rongrong Ji Shaohui Lin Baochang Zhang Chenqian Yan Yongjian Wu Feiyue Huang Ling Shao 37 2 0 04 Jun 2019
NodeDrop: A Condition for Reducing Network Size without Effect on Output Louis Jensen Jacob A. Harer S. Chin 13 0 0 03 Jun 2019
Terminal Brain Damage: Exposing the Graceless Degradation in Deep Neural Networks Under Hardware Fault Attacks Sanghyun Hong Pietro Frigo Yigitcan Kaya Cristiano Giuffrida Tudor Dumitras AAML 22 211 0 03 Jun 2019
Attention Based Pruning for Shift Networks G. B. Hacene Carlos Lassance Vincent Gripon Matthieu Courbariaux Yoshua Bengio 41 25 0 29 May 2019
Online Filter Clustering and Pruning for Efficient Convnets Zhengguang Zhou Wen-gang Zhou Richang Hong Houqiang Li 16 23 0 28 May 2019
Progressive Learning of Low-Precision Networks Zhengguang Zhou Wen-gang Zhou Xutao Lv Xuan Huang Xiaoyu Wang Houqiang Li MQ 44 11 0 28 May 2019
Single-Net Continual Learning with Progressive Segmented Training (PST) Xiaocong Du Gouranga Charan Frank Liu Yu Cao CLL 22 12 0 28 May 2019
Towards Efficient Neural Networks On-a-chip: Joint Hardware-Algorithm Approaches Xiaocong Du Gokul Krishnan Abinash Mohanty Zheng Li Gouranga Charan Yu Cao 13 3 0 28 May 2019
CGaP: Continuous Growth and Pruning for Efficient Deep Learning Xiaocong Du Zheng Li Yu Cao VLM 29 10 0 27 May 2019
Efficient Network Construction through Structural Plasticity Xiaocong Du Zheng Li Yufei Ma Yu Cao 14 12 0 27 May 2019
Equivalent and Approximate Transformations of Deep Neural Networks Abhinav Kumar Thiago Serra Srikumar Ramalingam 17 21 0 27 May 2019
SpecNet: Spectral Domain Convolutional Neural Network Bochen Guan Jinnian Zhang W. Sethares Richard Kijowski Fang Liu MQ 14 12 0 27 May 2019
Locality-Promoting Representation Learning Johannes Schneider 20 2 0 25 May 2019
Are Sixteen Heads Really Better than One? Paul Michel Omer Levy Graham Neubig MoE 17 1,041 0 25 May 2019
ShrinkTeaNet: Million-scale Lightweight Face Recognition via Shrinking Teacher-Student Networks C. Duong Khoa Luu Kha Gia Quach Ngan Le CVBM 23 39 0 25 May 2019
Structured Compression by Weight Encryption for Unstructured Pruning and Quantization S. Kwon Dongsoo Lee Byeongwook Kim Parichay Kapoor Baeseong Park Gu-Yeon Wei MQ 35 48 0 24 May 2019
Zero-shot Knowledge Transfer via Adversarial Belief Matching P. Micaelli Amos Storkey 19 228 0 23 May 2019
Adversarially Robust Distillation Micah Goldblum Liam H. Fowl S. Feizi Tom Goldstein AAML 15 201 0 23 May 2019
Network Pruning via Transformable Architecture Search Xuanyi Dong Yi Yang 3DPC 23 241 0 23 May 2019
Pruning-Aware Merging for Efficient Multitask Inference Xiaoxi He Dawei Gao Zimu Zhou Yongxin Tong Lothar Thiele MoMe 37 8 0 23 May 2019
Exploring Structural Sparsity of Deep Networks via Inverse Scale Spaces Yanwei Fu Chen Liu Donghao Li Zuyuan Zhong Xinwei Sun Jinshan Zeng Yuan Yao 33 10 0 23 May 2019
DARC: Differentiable ARchitecture Compression Shashank Singh A. Khetan Zohar Karnin AI4CE 35 7 0 20 May 2019
Sparse Transfer Learning via Winning Lottery Tickets Rahul Mehta UQCV 19 45 0 19 May 2019
Dynamic Neural Network Channel Execution for Efficient Training Simeon E. Spasov Pietro Lio 19 4 0 15 May 2019
EigenDamage: Structured Pruning in the Kronecker-Factored Eigenbasis Chaoqi Wang Roger C. Grosse Sanja Fidler Guodong Zhang 29 121 0 15 May 2019
Lightweight Monocular Depth Estimation Model by Joint End-to-End Filter pruning Sara Elkerdawy Hong Zhang Nilanjan Ray MDE VLM 21 20 0 13 May 2019
Object Detection in 20 Years: A Survey Zhengxia Zou Keyan Chen Zhenwei Shi Yuhong Guo Jieping Ye VLM ObjD AI4TS 36 2,290 0 13 May 2019
Implicit Filter Sparsification In Convolutional Neural Networks Dushyant Mehta K. Kim Christian Theobalt 19 1 0 13 May 2019
Approximated Oracle Filter Pruning for Destructive CNN Width Optimization Xiaohan Ding Guiguang Ding Yuchen Guo Jiawei Han C. Yan AAML 26 124 0 12 May 2019
Training CNNs with Selective Allocation of Channels Jongheon Jeong Jinwoo Shin CVBM 39 15 0 11 May 2019
Play and Prune: Adaptive Filter Pruning for Deep Model Compression Pravendra Singh Vinay Kumar Verma Piyush Rai Vinay P. Namboodiri VLM 33 71 0 11 May 2019
Deconstructing Lottery Tickets: Zeros, Signs, and the Supermask Hattie Zhou Janice Lan Rosanne Liu J. Yosinski UQCV 14 384 0 03 May 2019
HAWQ: Hessian AWare Quantization of Neural Networks with Mixed-Precision Zhen Dong Z. Yao A. Gholami Michael W. Mahoney Kurt Keutzer MQ 36 515 0 29 Apr 2019
Towards Efficient Model Compression via Learned Global Ranking Ting-Wu Chin Ruizhou Ding Cha Zhang Diana Marculescu 16 170 0 28 Apr 2019
Plug-in, Trainable Gate for Streamlining Arbitrary Neural Networks Jaedeok Kim Chi-youn Park Hyungsik Jung Yoonsuck Choe 25 18 0 24 Apr 2019
$$S^{2}$-LBI: Stochastic Split Linearized Bregman Iterations for Parsimonious Deep Learning$ $S^{2}$ -LBI: Stochastic Split Linearized Bregman Iterations for Parsimonious Deep Learning Yanwei Fu Donghao Li Xinwei Sun Shun Zhang Yizhou Wang Yuan Yao 33 0 0 24 Apr 2019
Towards Learning of Filter-Level Heterogeneous Compression of Convolutional Neural Networks Y. Zur Chaim Baskin Evgenii Zheltonozhskii Brian Chmiel Itay Evron A. Bronstein A. Mendelson MQ 37 7 0 22 Apr 2019
Deep Anchored Convolutional Neural Networks Jiahui Huang Kshitij Dwivedi Gemma Roig 33 1 0 22 Apr 2019
Knowledge Distillation via Route Constrained Optimization Xiao Jin Baoyun Peng Yichao Wu Yu Liu Jiaheng Liu Ding Liang Junjie Yan Xiaolin Hu 20 169 0 19 Apr 2019
SCANN: Synthesis of Compact and Accurate Neural Networks Shayan Hassantabar Zeyu Wang N. Jha 4 37 0 19 Apr 2019
CornerNet-Lite: Efficient Keypoint Based Object Detection Hei Law Yun Teng Olga Russakovsky Jia Deng 27 174 0 18 Apr 2019