Papers citing 'Structured Pruning of Deep Convolutional Neural Networks'

Title
ESPN: Extremely Sparse Pruned Networks Minsu Cho Ameya Joshi Chinmay Hegde 135 11 0 28 Jun 2020
Neural networks adapting to datasets: learning network size and topology R. Janik A. Nowak AI4CE 110 0 0 22 Jun 2020
Exploiting Weight Redundancy in CNNs: Beyond Pruning and Quantization Yuan Wen David Gregg MQ 131 3 0 22 Jun 2020
A Tailored Convolutional Neural Network for Nonlinear Manifold Learning of Computational Physics Data using Unstructured Spatial DiscretizationsSIAM Journal on Scientific Computing (SIAM J. Sci. Comput.), 2020 John Tencer Kevin Potter AI4CE 189 13 0 11 Jun 2020
Automated Design Space Exploration for optimised Deployment of DNN on Arm Cortex-A CPUs Miguel de Prado Andrew Mundy Rabia Saeed Maurizo Denna Nuria Pazos Luca Benini 162 11 0 09 Jun 2020
EDropout: Energy-Based Dropout and Pruning of Deep Neural Networks Hojjat Salehinejad S. Valaee 209 52 0 07 Jun 2020
Accelerating Natural Language Understanding in Task-Oriented Dialog Ojas Ahuja Shrey Desai VLM 111 1 0 05 Jun 2020
An Overview of Neural Network Compression James OÑeill AI4CE 288 111 0 05 Jun 2020
Distilling Neural Networks for Greener and Faster Dependency ParsingInternational Workshop/Conference on Parsing Technologies (IWPT), 2020 Mark Anderson Carlos Gómez-Rodríguez 120 19 0 01 Jun 2020
ZynqNet: An FPGA-Accelerated Embedded Convolutional Neural Network David Gschwend 111 66 0 14 May 2020
schuBERT: Optimizing Elements of BERT A. Khetan Zohar Karnin 184 31 0 09 May 2020
Dependency Aware Filter Pruning Kai Zhao Xinyu Zhang Qi Han Ming-Ming Cheng 88 3 0 06 May 2020
FlexSA: Flexible Systolic Array Architecture for Efficient Pruned DNN Model Training Sangkug Lym M. Erez 89 27 0 27 Apr 2020
Composition of Saliency Metrics for Channel Pruning with a Myopic OracleIEEE Symposium Series on Computational Intelligence (IEEE SSCI), 2020 Kaveena Persand Andrew Anderson David Gregg 100 3 0 03 Apr 2020
A Survey of Methods for Low-Power Deep Learning and Computer VisionWorld Forum on Internet of Things (WF-IoT), 2020 Abhinav Goel Caleb Tung Yung-Hsiang Lu George K. Thiruvathukal VLM 131 100 0 24 Mar 2020
Anchor & Transform: Learning Sparse Embeddings for Large Vocabularies Paul Pu Liang Manzil Zaheer Yuan Wang Amr Ahmed BDL 271 1 0 18 Mar 2020
LCP: A Low-Communication Parallelization Method for Fast Neural Network Inference in Image Recognition Ramyad Hadidi Bahar Asgari Jiashen Cao Younmin Bae Da Eun Shim Hyojong Kim Sung-Kyu Lim Michael S. Ryoo Hyesoon Kim 122 1 0 13 Mar 2020
Ordering Chaos: Memory-Aware Scheduling of Irregularly Wired Neural Networks for Edge DevicesConference on Machine Learning and Systems (MLSys), 2020 Byung Hoon Ahn Jinwon Lee J. Lin Hsin-Pai Cheng Jilei Hou H. Esmaeilzadeh 173 57 0 04 Mar 2020
Learned Threshold Pruning K. Azarian Brandon Smart Jinwon Lee Tijmen Blankevoort MQ 205 40 0 28 Feb 2020
NeuroFabric: Identifying Ideal Topologies for Training A Priori Sparse Networks Mihailo Isakov Michel A. Kinsy 139 1 0 19 Feb 2020
PCNN: Pattern-based Fine-Grained Regular Pruning towards Optimizing CNN AcceleratorsDesign Automation Conference (DAC), 2020 Zhanhong Tan Jiebo Song Xiaolong Ma S. Tan Hongyang Chen ... Yifu Wu Shaokai Ye Yanzhi Wang Dehui Li Kaisheng Ma 165 28 0 11 Feb 2020
Convolutional Neural Network Pruning Using Filter AttenuationInternational Conference on Information Photonics (ICIP), 2020 Morteza Mousa Pasandi M. Hajabdollahi N. Karimi S. Samavi S. Shirani 3DPC 65 5 0 09 Feb 2020
Discrimination-aware Network Pruning for Deep Model CompressionIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020 Jing Liu Bohan Zhuang Zhuangwei Zhuang Yong Guo Junzhou Huang Jin-Hui Zhu Zhuliang Yu CVBM 235 145 0 04 Jan 2020
Pruning by Explaining: A Novel Criterion for Deep Neural Network PruningPattern Recognition (Pattern Recognit.), 2019 Seul-Ki Yeom P. Seegerer Sebastian Lapuschkin Alexander Binder Simon Wiedemann K. Müller Wojciech Samek CVBM 217 237 0 18 Dec 2019
Magnitude and Uncertainty Pruning Criterion for Neural Networks V. Ko Stefan Oehmcke Fabian Gieseke 91 5 0 10 Dec 2019
Anomaly Detection in Particulate Matter Sensor using Hypothesis Pruning Generative Adversarial NetworkETRI Journal (ETRI J.), 2019 Yeonghyeon Park Wonseok Park Yeong Beom Kim 205 14 0 02 Dec 2019
Data-Driven Compression of Convolutional Neural Networks Ramit Pahwa Manoj Ghuhan Arivazhagan Ankur Garg S. Krishnamoorthy Rohit Saxena Sunav Choudhary 72 3 0 28 Nov 2019
Sparsity through evolutionary pruning prevents neuronal networks from overfittingNeural Networks (NN), 2019 Richard C. Gerum A. Erpenbeck P. Krauss A. Schilling 185 57 0 07 Nov 2019
ROBO: Robust, Fully Neural Object Detection for Robot SoccerRobot Soccer World Cup (RoboCup), 2019 Marton Szemenyei V. Estivill-Castro 127 6 0 24 Oct 2019
Deep Learning at the Edge Sahar Voghoei N. Tonekaboni Jason G. Wallace H. Arabnia 320 47 0 22 Oct 2019
Depth-wise Decomposition for Accelerating Separable Convolutions in Efficient Convolutional Neural NetworksAdvances in Artificial Intelligence and Machine Learning (AAIML), 2019 Yihui He Jianing Qian Jianren Wang Cindy X. Le Congrui Hetang Qi Lyu Wenping Wang Tianwei Yue 227 14 0 21 Oct 2019
Building Efficient CNNs Using Depthwise Convolutional Eigen-Filters (DeCEF) Yinan Yu Samuel Scheidegger T. McKelvey 184 3 0 21 Oct 2019
Model Fusion via Optimal TransportNeural Information Processing Systems (NeurIPS), 2019 Sidak Pal Singh Martin Jaggi MoMe FedML 550 283 0 12 Oct 2019
MutualNet: Adaptive ConvNet via Mutual Learning from Network Width and ResolutionEuropean Conference on Computer Vision (ECCV), 2019 Taojiannan Yang Sijie Zhu Chong Chen Shen Yan Mi Zhang Andrew Willis OOD 300 78 0 27 Sep 2019
Model Pruning Enables Efficient Federated Learning on Edge DevicesIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019 Yuang Jiang Maroun Touma Victor Valls Bongjun Ko Yan Koyfman Kin K. Leung Leandros Tassiulas 452 557 0 26 Sep 2019
Extremely Small BERT Models from Mixed-Vocabulary Training Sanqiang Zhao Raghav Gupta Yang Song Denny Zhou VLM 198 54 0 25 Sep 2019
Implicit Deep LearningSIAM Journal on Mathematics of Data Science (SIMODS), 2019 L. Ghaoui Fangda Gu Bertrand Travacca Armin Askari Alicia Y. Tsai AI4CE 331 198 0 17 Aug 2019
Deep Sparse Band Selection for Hyperspectral Face Recognition Fariborz Taherkhani J. Dawson Nasser M. Nasrabadi CVBM 137 11 0 15 Aug 2019
Accelerating CNN Training by Pruning Activation Gradients Xucheng Ye Pengcheng Dai Junyu Luo Xin Guo Weisheng Zhao Jianlei Yang Yiran Chen 174 2 0 01 Aug 2019
Prior Activation Distribution (PAD): A Versatile Representation to Utilize DNN Hidden Units L. Meegahapola Vengateswaran Subramaniam Lance M. Kaplan Archan Misra 110 3 0 05 Jul 2019
Pay Attention to Convolution Filters: Towards Fast and Accurate Fine-Grained Transfer Learning Xiangxi Mo Ruizhe Cheng Tianyi Fang 68 3 0 12 Jun 2019
Taxonomy of Saliency Metrics for Channel PruningIEEE Access (IEEE Access), 2019 Kaveena Persand Andrew Anderson David Gregg 154 8 0 11 Jun 2019
Associative Convolutional Layers H. Omidvar Vahideh Akhlaghi M. Franceschetti Rajesh K. Gupta 142 1 0 10 Jun 2019
NodeDrop: A Condition for Reducing Network Size without Effect on Output Louis Jensen Jacob A. Harer S. Chin 91 0 0 03 Jun 2019
Terminal Brain Damage: Exposing the Graceless Degradation in Deep Neural Networks Under Hardware Fault AttacksUSENIX Security Symposium (USENIX Security), 2019 Sanghyun Hong Pietro Frigo Yigitcan Kaya Cristiano Giuffrida Tudor Dumitras AAML 150 235 0 03 Jun 2019
CompactNet: Platform-Aware Automatic Optimization for Convolutional Neural Networks Weicheng Li Rui Wang Zhongzhi Luan Di Huang Zidong Du Yunji Chen D. Qian 80 2 0 28 May 2019
Are Sixteen Heads Really Better than One?Neural Information Processing Systems (NeurIPS), 2019 Paul Michel Omer Levy Graham Neubig MoE 343 1,201 0 25 May 2019
Structured Compression by Weight Encryption for Unstructured Pruning and QuantizationComputer Vision and Pattern Recognition (CVPR), 2019 S. Kwon Dongsoo Lee Byeongwook Kim Parichay Kapoor Baeseong Park Gu-Yeon Wei MQ 221 57 0 24 May 2019
Approximated Oracle Filter Pruning for Destructive CNN Width OptimizationInternational Conference on Machine Learning (ICML), 2019 Xiaohan Ding Guiguang Ding Yuchen Guo Jiawei Han C. Yan AAML 156 133 0 12 May 2019
Centripetal SGD for Pruning Very Deep Convolutional Networks with Complicated Structure Xiaohan Ding Guiguang Ding Yuchen Guo Jiawei Han 3DPC 147 199 0 08 Apr 2019