Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding

1 October 2015

Song Han

Papers citing "Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding"

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Title
IGCV3: Interleaved Low-Rank Group Convolutions for Efficient Deep Neural Networks Ke Sun Mingjie Li Dong Liu Jingdong Wang 48 126 0 01 Jun 2018
A Highly Parallel FPGA Implementation of Sparse Neural Network Training Sourya Dey Diandian Chen Zongyang Li Souvik Kundu Kuan-Wen Huang K. Chugg Peter A. Beerel 17 11 0 31 May 2018
Fine-Pruning: Defending Against Backdooring Attacks on Deep Neural Networks Kang Liu Brendan Dolan-Gavitt S. Garg AAML 26 1,022 0 30 May 2018
Channel Gating Neural Networks Weizhe Hua Yuan Zhou Christopher De Sa Zhiru Zhang G. E. Suh 15 180 0 29 May 2018
A novel channel pruning method for deep neural network compression Yiming Hu Siyang Sun Jianquan Li Xingang Wang Qingyi Gu 20 67 0 29 May 2018
Retraining-Based Iterative Weight Quantization for Deep Neural Networks Dongsoo Lee Byeongwook Kim MQ 36 16 0 29 May 2018
Adaptive Network Sparsification with Dependent Variational Beta-Bernoulli Dropout Juho Lee Saehoon Kim Jaehong Yoon Haebeom Lee Eunho Yang Sung Ju Hwang 14 12 0 28 May 2018
Constructing Fast Network through Deconstruction of Convolution Yunho Jeon Junmo Kim 22 71 0 28 May 2018
Compact and Computationally Efficient Representation of Deep Neural Networks Simon Wiedemann K. Müller Wojciech Samek MQ 42 67 0 27 May 2018
Accelerating CNN inference on FPGAs: A Survey K. Abdelouahab Maxime Pelcat Jocelyn Serot F. Berry AI4CE 30 147 0 26 May 2018
Heterogeneous Bitwidth Binarization in Convolutional Neural Networks Josh Fromm Shwetak N. Patel Matthai Philipose MQ 19 27 0 25 May 2018
Tensorial Neural Networks: Generalization of Neural Networks and Application to Model Compression Jiahao Su Jingling Li Bobby Bhattacharjee Furong Huang 16 20 0 25 May 2018
Scalable Methods for 8-bit Training of Neural Networks Ron Banner Itay Hubara Elad Hoffer Daniel Soudry MQ 54 332 0 25 May 2018
Multi-Task Zipping via Layer-wise Neuron Sharing Xiaoxi He Zimu Zhou Lothar Thiele MoMe 13 61 0 24 May 2018
Learning towards Minimum Hyperspherical Energy Weiyang Liu Rongmei Lin Ziqiang Liu Lixin Liu Zhiding Yu Bo Dai Le Song 30 146 0 23 May 2018
AutoPruner: An End-to-End Trainable Filter Pruning Method for Efficient Deep Model Inference Jian-Hao Luo Jianxin Wu 23 207 0 23 May 2018
Approximate Random Dropout Zhuoran Song Ru Wang Dongyu Ru Hongru Huang Zhenghao Peng Hai Zhao Xiaoyao Liang Li Jiang BDL 30 9 0 23 May 2018
Echo: Compiler-based GPU Memory Footprint Reduction for LSTM RNN Training Bojian Zheng Abhishek Tiwari Nandita Vijaykumar Gennady Pekhimenko 27 44 0 22 May 2018
CascadeCNN: Pushing the performance limits of quantisation Alexandros Kouris Stylianos I. Venieris C. Bouganis MQ 30 24 0 22 May 2018
Parsimonious Bayesian deep networks Mingyuan Zhou BDL 20 8 0 22 May 2018
AxTrain: Hardware-Oriented Neural Network Training for Approximate Inference Xin He Liu Ke Wenyan Lu Guihai Yan Xuan Zhang 27 34 0 21 May 2018
Compression of Deep Convolutional Neural Networks under Joint Sparsity Constraints Yoojin Choi Mostafa El-Khamy Jungwon Lee 11 6 0 21 May 2018
Faster Neural Network Training with Approximate Tensor Operations Menachem Adelman Kfir Y. Levy Ido Hakimi M. Silberstein 36 26 0 21 May 2018
Neural Network Compression using Transform Coding and Clustering Thorsten Laude Yannick Richter Jörn Ostermann 18 4 0 18 May 2018
RotDCF: Decomposition of Convolutional Filters for Rotation-Equivariant Deep Networks Xiuyuan Cheng Qiang Qiu Robert Calderbank Guillermo Sapiro 30 43 0 17 May 2018
Object detection at 200 Frames Per Second Rakesh Mehta Cemalettin Öztürk ObjD 37 61 0 16 May 2018
Lightweight Pyramid Networks for Image Deraining Xueyang Fu Borong Liang Yue Huang Xinghao Ding John Paisley 18 323 0 16 May 2018
Hu-Fu: Hardware and Software Collaborative Attack Framework against Neural Networks Wenshuo Li Jincheng Yu Xuefei Ning Pengjun Wang Qi Wei Yu Wang Huazhong Yang AAML 39 61 0 14 May 2018
Unifying and Merging Well-trained Deep Neural Networks for Inference Stage Yi-Min Chou Yi-Ming Chan Jia-Hong Lee Chih-Yi Chiu Chu-Song Chen MoMe 35 34 0 14 May 2018
ContextNet: Exploring Context and Detail for Semantic Segmentation in Real-time Rudra P. K. Poudel Ujwal D. Bonde Stephan Liwicki Christopher Zach SSeg 38 230 0 11 May 2018
GANAX: A Unified MIMD-SIMD Acceleration for Generative Adversarial Networks Amir Yazdanbakhsh Hajar Falahati Philip J. Wolfe K. Samadi Nam Sung Kim H. Esmaeilzadeh 30 71 0 10 May 2018
Boosting up Scene Text Detectors with Guided CNN Xiaoyu Yue Zhanghui Kuang Zhaoyang Zhang Zhenfang Chen Pan He Yu Qiao Wayne Zhang 17 8 0 10 May 2018
Neural Cache: Bit-Serial In-Cache Acceleration of Deep Neural Networks Charles Eckert Xiaowei Wang Jingcheng Wang Arun K. Subramaniyan R. Iyer D. Sylvester D. Blaauw R. Das MQ 13 334 0 09 May 2018
Towards Accurate and High-Speed Spiking Neuromorphic Systems with Data Quantization-Aware Deep Networks Fuqiang Liu Chenchen Liu 16 5 0 08 May 2018
A Hierarchical Matcher using Local Classifier Chains Lingfeng Zhang I. Kakadiaris 9 0 0 07 May 2018
Enhancing the Regularization Effect of Weight Pruning in Artificial Neural Networks Brian Bartoldson Adrian Barbu G. Erlebacher 14 5 0 04 May 2018
Power Law in Sparsified Deep Neural Networks Lu Hou James T. Kwok 29 3 0 04 May 2018
Pixel-wise Attentional Gating for Parsimonious Pixel Labeling Shu Kong Charless C. Fowlkes 57 40 0 03 May 2018
UNIQ: Uniform Noise Injection for Non-Uniform Quantization of Neural Networks Chaim Baskin Eli Schwartz Evgenii Zheltonozhskii Natan Liss Raja Giryes A. Bronstein A. Mendelson MQ 27 45 0 29 Apr 2018
Precise Box Score: Extract More Information from Datasets to Improve the Performance of Face Detection Ce Qi Xiaoping Chen Pingyu Wang Fei Su CVBM 16 1 0 28 Apr 2018
Low-memory convolutional neural networks through incremental depth-first processing Jonathan Binas Yoshua Bengio SupR 30 3 0 28 Apr 2018
Sparse Persistent RNNs: Squeezing Large Recurrent Networks On-Chip Feiwen Zhu Jeff Pool M. Andersch J. Appleyard Fung Xie 22 29 0 26 Apr 2018
Profile-guided memory optimization for deep neural networks Taro Sekiyama T. Imamichi Haruki Imai Raymond H. Putra 39 22 0 26 Apr 2018
Accelerator-Aware Pruning for Convolutional Neural Networks Hyeong-Ju Kang 13 88 0 26 Apr 2018
Efficient Multi-objective Neural Architecture Search via Lamarckian Evolution T. Elsken J. H. Metzen Frank Hutter 131 499 0 24 Apr 2018
Measuring the Intrinsic Dimension of Objective Landscapes Chunyuan Li Heerad Farkhoor Rosanne Liu J. Yosinski 43 401 0 24 Apr 2018
MQGrad: Reinforcement Learning of Gradient Quantization in Parameter Server Guoxin Cui Jun Xu Wei Zeng Yanyan Lan Jiafeng Guo Xueqi Cheng MQ 16 13 0 22 Apr 2018
MobileFaceNets: Efficient CNNs for Accurate Real-Time Face Verification on Mobile Devices Sheng Chen Yang Liu Xiang Gao Zhen Han CVBM 3DH 30 558 0 20 Apr 2018
Minimizing Area and Energy of Deep Learning Hardware Design Using Collective Low Precision and Structured Compression Shihui Yin Gaurav Srivastava S. Venkataramanaiah C. Chakrabarti Visar Berisha Jae-sun Seo 25 8 0 19 Apr 2018
Pelee: A Real-Time Object Detection System on Mobile Devices R. Wang Xiang Li Charles X. Ling ObjD 30 454 0 18 Apr 2018