Learning both Weights and Connections for Efficient Neural Networks

8 June 2015

Song Han

Papers citing "Learning both Weights and Connections for Efficient Neural Networks"

50 / 1,151 papers shown

Title
Embedding Watermarks into Deep Neural Networks Yusuke Uchida Yuki Nagai S. Sakazawa Shiníchi Satoh 62 600 0 15 Jan 2017
Efficient Transfer Learning Schemes for Personalized Language Modeling using Recurrent Neural Network Seunghyun Yoon Hyeongu Yun Yuna Kim Gyu-tae Park Kyomin Jung 20 30 0 13 Jan 2017
Two-Bit Networks for Deep Learning on Resource-Constrained Embedded Devices Wenjia Meng Zonghua Gu Ming Zhang Zhaohui Wu 29 36 0 02 Jan 2017
Dynamic Deep Neural Networks: Optimizing Accuracy-Efficiency Trade-offs by Selective Execution Lanlan Liu Jia Deng 35 200 0 02 Jan 2017
Hardware for Machine Learning: Challenges and Opportunities Vivienne Sze Yu-hsin Chen Joel S. Einer Amr Suleiman Zhengdong Zhang 22 77 0 22 Dec 2016
Exploring the Design Space of Deep Convolutional Neural Networks at Large Scale F. Iandola 3DV 26 18 0 20 Dec 2016
Towards the Limit of Network Quantization Yoojin Choi Mostafa El-Khamy Jungwon Lee MQ 22 191 0 05 Dec 2016
Training Bit Fully Convolutional Network for Fast Semantic Segmentation He Wen Shuchang Zhou Zhe Liang Yuxiang Zhang Dieqiao Feng Xinyu Zhou Cong Yao MQ SSeg 37 10 0 01 Dec 2016
Training Sparse Neural Networks Suraj Srinivas Akshayvarun Subramanya R. Venkatesh Babu 27 204 0 21 Nov 2016
LCNN: Lookup-based Convolutional Neural Network Hessam Bagherinezhad Mohammad Rastegari Ali Farhadi 13 90 0 20 Nov 2016
Fast Video Classification via Adaptive Cascading of Deep Models Haichen Shen Seungyeop Han Matthai Philipose Arvind Krishnamurthy 34 78 0 20 Nov 2016
Pruning Convolutional Neural Networks for Resource Efficient Inference Pavlo Molchanov Stephen Tyree Tero Karras Timo Aila Jan Kautz CVBM VLM 18 416 0 19 Nov 2016
Generalized BackPropagation, Étude De Cas: Orthogonality Mehrtash Harandi Basura Fernando 29 62 0 17 Nov 2016
Ultimate tensorization: compressing convolutional and FC layers alike T. Garipov D. Podoprikhin Alexander Novikov Dmitry Vetrov 39 190 0 10 Nov 2016
Deep Model Compression: Distilling Knowledge from Noisy Teachers Bharat Bhusan Sau V. Balasubramanian 29 181 0 30 Oct 2016
Compact Deep Convolutional Neural Networks With Coarse Pruning S. Anwar Wonyong Sung 3DPC 23 55 0 30 Oct 2016
Adaptive Neuron Apoptosis for Accelerating Deep Learning on Large Scale Systems Charles Siegel J. Daily Abhinav Vishnu AI4CE 29 10 0 03 Oct 2016
Deep Structured Features for Semantic Segmentation Michael Tschannen Lukas Cavigelli Fabian Mentzer Thomas Wiatowski Luca Benini SSeg 25 14 0 26 Sep 2016
Quantized Neural Networks: Training Neural Networks with Low Precision Weights and Activations Itay Hubara Matthieu Courbariaux Daniel Soudry Ran El-Yaniv Yoshua Bengio MQ 54 1,846 0 22 Sep 2016
Sparse Boltzmann Machines with Structure Learning as Applied to Text Analysis Zhourong Chen N. Zhang Dit-Yan Yeung Peixian Chen 26 14 0 17 Sep 2016
FALCON: Feature Driven Selective Classification for Energy-Efficient Image Recognition Priyadarshini Panda Aayush Ankit Parami Wijesinghe Kaushik Roy 32 22 0 12 Sep 2016
Ternary Neural Networks for Resource-Efficient AI Applications Hande Alemdar V. Leroy Adrien Prost-Boucle F. Pétrot 24 204 0 01 Sep 2016
Pruning Filters for Efficient ConvNets Hao Li Asim Kadav Igor Durdanovic H. Samet H. Graf 3DPC 114 3,660 0 31 Aug 2016
Scalable Compression of Deep Neural Networks Xing Wang Jie Liang 21 4 0 26 Aug 2016
Benchmarking State-of-the-Art Deep Learning Software Tools Shaoshuai Shi Qiang-qiang Wang Pengfei Xu Xiaowen Chu BDL 19 328 0 25 Aug 2016
Local Binary Convolutional Neural Networks Felix Juefei Xu Vishnu Boddeti Marios Savvides MQ 32 251 0 22 Aug 2016
Learning Structured Sparsity in Deep Neural Networks W. Wen Chunpeng Wu Yandan Wang Yiran Chen Hai Helen Li 49 2,324 0 12 Aug 2016
Faster CNNs with Direct Sparse Convolutions and Guided Pruning Jongsoo Park Sheng Li W. Wen P. T. P. Tang Hai Helen Li Yiran Chen Pradeep Dubey 39 182 0 04 Aug 2016
Training Skinny Deep Neural Networks with Iterative Hard Thresholding Methods Xiaojie Jin Xiao-Tong Yuan Jiashi Feng Shuicheng Yan 21 78 0 19 Jul 2016
DSD: Dense-Sparse-Dense Training for Deep Neural Networks Song Han Jeff Pool Sharan Narang Huizi Mao Enhao Gong ... Peter Vajda Manohar Paluri J. Tran Bryan Catanzaro W. Dally CVBM 27 83 0 15 Jul 2016
AdaNet: Adaptive Structural Learning of Artificial Neural Networks Corinna Cortes X. Gonzalvo Vitaly Kuznetsov M. Mohri Scott Yang 31 283 0 05 Jul 2016
Group Sparse Regularization for Deep Neural Networks Simone Scardapane Danilo Comminiello Amir Hussain A. Uncini 35 462 0 02 Jul 2016
Compression of Neural Machine Translation Models via Pruning A. See Minh-Thang Luong Christopher D. Manning MedIm VLM 29 221 0 29 Jun 2016
DropNeuron: Simplifying the Structure of Deep Neural Networks W. Pan Hao Dong Yike Guo 24 35 0 23 Jun 2016
Deep neural networks are robust to weight binarization and other non-linear distortions P. Merolla R. Appuswamy John V. Arthur S. K. Esser D. Modha OOD MQ 25 96 0 07 Jun 2016
A topological insight into restricted Boltzmann machines Decebal Constantin Mocanu Elena Mocanu Phuong H. Nguyen M. Gibescu A. Liotta BDL 16 97 0 20 Apr 2016
Convolutional Networks for Fast, Energy-Efficient Neuromorphic Computing S. K. Esser P. Merolla John V. Arthur A. Cassidy R. Appuswamy ... Pallab Datta A. Amir B. Taba M. Flickner D. Modha 3DH 25 715 0 28 Mar 2016
XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks Mohammad Rastegari Vicente Ordonez Joseph Redmon Ali Farhadi MQ 78 4,332 0 16 Mar 2016
Understanding and Improving Convolutional Neural Networks via Concatenated Rectified Linear Units Wenling Shang Kihyuk Sohn Diogo Almeida Honglak Lee 24 500 0 16 Mar 2016
Convolutional Neural Networks using Logarithmic Data Representation Daisuke Miyashita Edward H. Lee B. Murmann MQ 30 425 0 03 Mar 2016
vDNN: Virtualized Deep Neural Networks for Scalable, Memory-Efficient Neural Network Design Minsoo Rhu N. Gimelshein Jason Clemons A. Zulfiqar S. Keckler GNN 14 32 0 25 Feb 2016
Binarized Neural Networks Itay Hubara Daniel Soudry Ran El-Yaniv MQ 58 1,350 0 08 Feb 2016
Exploiting Local Structures with the Kronecker Layer in Convolutional Networks Shuchang Zhou Jia-Nan Wu Yuxin Wu Xinyu Zhou 27 40 0 31 Dec 2015
Compression of Deep Convolutional Neural Networks for Fast and Low Power Mobile Applications Yong-Deok Kim Eunhyeok Park S. Yoo Taelim Choi Lu Yang Dongjun Shin 40 891 0 20 Nov 2015
ACDC: A Structured Efficient Linear Layer Marcin Moczulski Misha Denil J. Appleyard Nando de Freitas 38 98 0 18 Nov 2015
Diversity Networks: Neural Network Compression Using Determinantal Point Processes Zelda E. Mariet S. Sra 30 129 0 16 Nov 2015
Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding Song Han Huizi Mao W. Dally 3DGS 86 8,754 0 01 Oct 2015
Compact Convolutional Neural Network Cascade for Face Detection Ilya Kalinowski V. Spitsyn CVBM 24 35 0 06 Aug 2015
Compression of Fully-Connected Layer in Neural Network by Kronecker Product Shuchang Zhou Jia-Nan Wu 36 26 0 21 Jul 2015
Compressing Convolutional Neural Networks Wenlin Chen James T. Wilson Stephen Tyree Kilian Q. Weinberger Yixin Chen 26 139 0 14 Jun 2015