A Survey of Model Compression and Acceleration for Deep Neural Networks

23 October 2017

Papers citing "A Survey of Model Compression and Acceleration for Deep Neural Networks"

50 / 111 papers shown

Title
Compact representations of convolutional neural networks via weight pruning and quantization Giosuè Cataldo Marinò A. Petrini D. Malchiodi Marco Frasca MQ 19 4 0 28 Aug 2021
FOVEA: Foveated Image Magnification for Autonomous Navigation Chittesh Thavamani Mengtian Li N. Cebron Deva Ramanan 25 32 0 27 Aug 2021
Efficient training of lightweight neural networks using Online Self-Acquired Knowledge Distillation Maria Tzelepi Anastasios Tefas 11 6 0 26 Aug 2021
A Survey on GAN Acceleration Using Memory Compression Technique Dina Tantawy Mohamed Zahran A. Wassal 28 8 0 14 Aug 2021
Developing a Compressed Object Detection Model based on YOLOv4 for Deployment on Embedded GPU Platform of Autonomous System Issac Sim Junho Lim Young-Wan Jang Jihwan You Seontaek Oh Young-Keun Kim 11 7 0 01 Aug 2021
Data-Driven Low-Rank Neural Network Compression D. Papadimitriou Swayambhoo Jain BDL 19 3 0 13 Jul 2021
Modality specific U-Net variants for biomedical image segmentation: A survey Narinder Singh Punn Sonali Agarwal SSeg 24 144 0 09 Jul 2021
JIZHI: A Fast and Cost-Effective Model-As-A-Service System for Web-Scale Online Inference at Baidu Hao Liu Qian Gao Jiang Li X. Liao Hao Xiong ... Guobao Yang Zhiwei Zha Daxiang Dong Dejing Dou Haoyi Xiong VLM 17 22 0 03 Jun 2021
Tesseract: Tensorised Actors for Multi-Agent Reinforcement Learning Anuj Mahajan Mikayel Samvelyan Lei Mao Viktor Makoviychuk Animesh Garg Jean Kossaifi Shimon Whiteson Yuke Zhu Anima Anandkumar 16 32 0 31 May 2021
Dynamic-Deep: Tune ECG Task Performance and Optimize Compression in IoT Architectures Eli Brosh Elad Wasserstein Anat Bremler Barr 9 0 0 30 May 2021
Deep Spiking Convolutional Neural Network for Single Object Localization Based On Deep Continuous Local Learning Sami Barchid José Mennesson Chaabane Djéraba 23 9 0 12 May 2021
"BNN - BN = ?": Training Binary Neural Networks without Batch Normalization Tianlong Chen Zhenyu (Allen) Zhang Xu Ouyang Zechun Liu Zhiqiang Shen Zhangyang Wang MQ 31 36 0 16 Apr 2021
Efficient Video Compression via Content-Adaptive Super-Resolution Mehrdad Khani Shirkoohi Vibhaalakshmi Sivaraman Mohammad Alizadeh SupR 26 49 0 06 Apr 2021
hls4ml: An Open-Source Codesign Workflow to Empower Scientific Low-Power Machine Learning Devices F. Fahim B. Hawks C. Herwig J. Hirschauer S. Jindariani ... J. Ngadiuba Miaoyuan Liu Duc Hoang E. Kreinar Zhenbin Wu 22 129 0 09 Mar 2021
A Comprehensive Survey on Hardware-Aware Neural Architecture Search Hadjer Benmeziane K. E. Maghraoui Hamza Ouarnoughi Smail Niar Martin Wistuba Naigang Wang 26 95 0 22 Jan 2021
Activation Density based Mixed-Precision Quantization for Energy Efficient Neural Networks Karina Vasquez Yeshwanth Venkatesha Abhiroop Bhattacharjee Abhishek Moitra Priyadarshini Panda MQ 35 15 0 12 Jan 2021
Are We Ready For Learned Cardinality Estimation? Xiaoying Wang Changbo Qu Weiyuan Wu Jiannan Wang Qingqing Zhou 29 113 0 12 Dec 2020
DiffPrune: Neural Network Pruning with Deterministic Approximate Binary Gates and $L_0$ Regularization Yaniv Shulman 38 3 0 07 Dec 2020
Benchmarking Inference Performance of Deep Learning Models on Analog Devices Omobayode Fagbohungbe Lijun Qian 19 7 0 24 Nov 2020
Exploring Energy-Accuracy Tradeoffs in AI Hardware Cory E. Merkel 19 1 0 17 Nov 2020
Unsupervised Intrusion Detection System for Unmanned Aerial Vehicle with Less Labeling Effort Kyung Ho Park Eunji Park H. Kim 8 13 0 01 Nov 2020
$μ$ NAS: Constrained Neural Architecture Search for Microcontrollers Edgar Liberis L. Dudziak Nicholas D. Lane BDL 13 102 0 27 Oct 2020
A Unified Framework for Shot Type Classification Based on Subject Centric Lens Anyi Rao Jiaze Wang Linning Xu Xuekun Jiang Qingqiu Huang Bolei Zhou Dahua Lin 18 60 0 08 Aug 2020
Vehicle Attribute Recognition by Appearance: Computer Vision Methods for Vehicle Type, Make and Model Classification Xingyang Ni H. Huttunen CVBM 11 20 0 29 Jun 2020
DeepAbstract: Neural Network Abstraction for Accelerating Verification P. Ashok Vahid Hashemi Jan Křetínský S. Mohr 9 49 0 24 Jun 2020
Optimal Lottery Tickets via SubsetSum: Logarithmic Over-Parameterization is Sufficient Ankit Pensia Shashank Rajput Alliot Nagle Harit Vishwakarma Dimitris Papailiopoulos 17 102 0 14 Jun 2020
Real-Time Video Inference on Edge Devices via Adaptive Model Streaming Mehrdad Khani Shirkoohi Pouya Hamadanian Arash Nasr-Esfahany Mohammad Alizadeh 21 45 0 11 Jun 2020
Autonomous Driving with Deep Learning: A Survey of State-of-Art Technologies Yu Huang Yue Chen 3DPC 41 82 0 10 Jun 2020
BiQGEMM: Matrix Multiplication with Lookup Table For Binary-Coding-based Quantized DNNs Yongkweon Jeon Baeseong Park S. Kwon Byeongwook Kim Jeongin Yun Dongsoo Lee MQ 25 30 0 20 May 2020
GOBO: Quantizing Attention-Based NLP Models for Low Latency and Energy Efficient Inference Ali Hadi Zadeh Isak Edo Omar Mohamed Awad Andreas Moshovos MQ 22 183 0 08 May 2020
Binary Neural Networks: A Survey Haotong Qin Ruihao Gong Xianglong Liu Xiao Bai Jingkuan Song N. Sebe MQ 34 457 0 31 Mar 2020
Squeezed Deep 6DoF Object Detection Using Knowledge Distillation H. Felix Walber M. Rodrigues David Macêdo Francisco Simões Adriano Oliveira Veronica Teichrieb Cleber Zanchettin 3DPC 14 9 0 30 Mar 2020
Progressive Graph Convolutional Networks for Semi-Supervised Node Classification Negar Heidari Alexandros Iosifidis GNN 16 14 0 27 Mar 2020
Pre-trained Models for Natural Language Processing: A Survey Xipeng Qiu Tianxiang Sun Yige Xu Yunfan Shao Ning Dai Xuanjing Huang LM&MA VLM 243 1,450 0 18 Mar 2020
FedVision: An Online Visual Object Detection Platform Powered by Federated Learning Yang Liu Anbu Huang Yu Luo He Huang Youzhi Liu Yuanyuan Chen Lican Feng Tianjian Chen Hang Yu Qiang Yang FedML 13 299 0 17 Jan 2020
Fast Sparse ConvNets Erich Elsen Marat Dukhan Trevor Gale Karen Simonyan 10 151 0 21 Nov 2019
Collaborative Distillation for Top-N Recommendation Jae-woong Lee Minjin Choi Jongwuk Lee Hyunjung Shim 9 47 0 13 Nov 2019
Robust and Computationally-Efficient Anomaly Detection using Powers-of-Two Networks Usama Muneeb Erdem Koyuncu Yasaman Keshtkarjahromi H. Seferoglu M. F. Erden Ahmet Enis Cetin 11 6 0 30 Oct 2019
Spiking neural networks trained with backpropagation for low power neuromorphic implementation of voice activity detection Flavio Martinelli Giorgia Dellaferrera Pablo Mainar Milos Cernak 11 29 0 22 Oct 2019
Machine Learning at the Network Edge: A Survey M. G. Sarwar Murshed Chris Murphy Daqing Hou Nazar Khan Ganesh Ananthanarayanan Faraz Hussain 30 378 0 31 Jul 2019
DeepCABAC: A Universal Compression Algorithm for Deep Neural Networks Simon Wiedemann H. Kirchhoffer Stefan Matlage Paul Haase Arturo Marbán ... Ahmed Osman D. Marpe H. Schwarz Thomas Wiegand Wojciech Samek 41 92 0 27 Jul 2019
And the Bit Goes Down: Revisiting the Quantization of Neural Networks Pierre Stock Armand Joulin Rémi Gribonval Benjamin Graham Hervé Jégou MQ 29 149 0 12 Jul 2019
SLSNet: Skin lesion segmentation using a lightweight generative adversarial network Md. Mostafa Kamal Sarker Hatem A. Rashwan Farhan Akram V. Singh Syeda Furruka Banu ... Kabir Ahmed Choudhury Sylvie Chambon P. Radeva D. Puig M. Abdel-Nasser GAN MedIm 28 27 0 01 Jul 2019
BasisConv: A method for compressed representation and learning in CNNs M. Tayyab Abhijit Mahalanobis 3DPC SSL 13 6 0 11 Jun 2019
OpenEI: An Open Framework for Edge Intelligence Xingzhou Zhang Yifan Wang Sidi Lu Liangkai Liu Lanyu Xu Weisong Shi 21 101 0 05 Jun 2019
Deep Face Recognition Model Compression via Knowledge Transfer and Distillation J. Karlekar Jiashi Feng Zi Sian Wong Sugiri Pranata CVBM 16 13 0 03 Jun 2019
Feature Fusion for Online Mutual Knowledge Distillation Jangho Kim Minsung Hyun Inseop Chung Nojun Kwak FedML 18 91 0 19 Apr 2019
Towards Stable Symbol Grounding with Zero-Suppressed State AutoEncoder Masataro Asai Hiroshi Kajino 6 15 0 27 Mar 2019
Deep learning in bioinformatics: introduction, application, and perspective in big data era Yu-Hu Li Chao Huang Lizhong Ding Zhongxiao Li Yijie Pan Xin Gao AI4CE 16 295 0 28 Feb 2019
Efficient Video Classification Using Fewer Frames S. Bhardwaj Mukundhan Srinivasan Mitesh M. Khapra 35 88 0 27 Feb 2019