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 / 130 papers shown

Title
CondenseNeXt: An Ultra-Efficient Deep Neural Network for Embedded Systems Priyank Kalgaonkar M. El-Sharkawy 3DH 17 5 0 01 Dec 2021
Nonlinear Tensor Ring Network Xiao Peng Li Qi Liu Hayden Kwok-Hay So 19 0 0 12 Nov 2021
Gabor filter incorporated CNN for compression Akihiro Imamura N. Arizumi CVBM 25 2 0 29 Oct 2021
Model based Multi-agent Reinforcement Learning with Tensor Decompositions Pascal R. van der Vaart Anuj Mahajan Shimon Whiteson AI4CE 31 8 0 27 Oct 2021
Towards Mixed-Precision Quantization of Neural Networks via Constrained Optimization Weihan Chen Peisong Wang Jian Cheng MQ 42 61 0 13 Oct 2021
RED++ : Data-Free Pruning of Deep Neural Networks via Input Splitting and Output Merging Edouard Yvinec Arnaud Dapogny Matthieu Cord Kévin Bailly 25 15 0 30 Sep 2021
Beyond Distillation: Task-level Mixture-of-Experts for Efficient Inference Sneha Kudugunta Yanping Huang Ankur Bapna M. Krikun Dmitry Lepikhin Minh-Thang Luong Orhan Firat MoE 119 106 0 24 Sep 2021
New Perspective on Progressive GANs Distillation for One-class Novelty Detection Zhiwei Zhang Yu Dong Hanyu Peng Shifeng Chen 29 0 0 15 Sep 2021
Auto-Split: A General Framework of Collaborative Edge-Cloud AI Amin Banitalebi-Dehkordi Naveen Vedula J. Pei Fei Xia Lanjun Wang Yong Zhang 22 89 0 30 Aug 2021
Compact representations of convolutional neural networks via weight pruning and quantization Giosuè Cataldo Marinò A. Petrini D. Malchiodi Marco Frasca MQ 21 4 0 28 Aug 2021
FOVEA: Foveated Image Magnification for Autonomous Navigation Chittesh Thavamani Mengtian Li N. Cebron Deva Ramanan 33 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 36 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 21 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 29 144 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 22 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 26 32 0 31 May 2021
Dynamic-Deep: Tune ECG Task Performance and Optimize Compression in IoT Architectures Eli Brosh Elad Wasserstein Anat Bremler Barr 14 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 31 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 37 36 0 16 Apr 2021
Efficient Video Compression via Content-Adaptive Super-Resolution Mehrdad Khani Shirkoohi Vibhaalakshmi Sivaraman Mohammad Alizadeh SupR 28 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 24 129 0 09 Mar 2021
Pruning and Quantization for Deep Neural Network Acceleration: A Survey Tailin Liang C. Glossner Lei Wang Shaobo Shi Xiaotong Zhang MQ 135 674 0 24 Jan 2021
A Comprehensive Survey on Hardware-Aware Neural Architecture Search Hadjer Benmeziane Kaoutar El Maghraoui Hamza Ouarnoughi Smail Niar Martin Wistuba Naigang Wang 34 96 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 37 15 0 12 Jan 2021
Shallow-UWnet : Compressed Model for Underwater Image Enhancement Ankita Rajaram Naik Apurva Swarnakar Kartik Mittal 44 155 0 06 Jan 2021
Are We Ready For Learned Cardinality Estimation? Xiaoying Wang Changbo Qu Weiyuan Wu Jiannan Wang Qingqing Zhou 37 113 0 12 Dec 2020
Machine Learning for Cataract Classification and Grading on Ophthalmic Imaging Modalities: A Survey Xiaoqin Zhang Yan Hu Zunjie Xiao Jiansheng Fang Risa Higashita Jiang-Dong Liu 48 41 0 09 Dec 2020
DiffPrune: Neural Network Pruning with Deterministic Approximate Binary Gates and $L_0$ Regularization Yaniv Shulman 46 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 24 1 0 17 Nov 2020
Unsupervised Intrusion Detection System for Unmanned Aerial Vehicle with Less Labeling Effort Kyung Ho Park Eunji Park H. Kim 13 13 0 01 Nov 2020
$μ$ NAS: Constrained Neural Architecture Search for Microcontrollers Edgar Liberis L. Dudziak Nicholas D. Lane BDL 15 103 0 27 Oct 2020
Block-term Tensor Neural Networks Jinmian Ye Guangxi Li Di Chen Haiqin Yang Shandian Zhe Zenglin Xu 24 30 0 10 Oct 2020
A Survey on Large-scale Machine Learning Meng Wang Weijie Fu Xiangnan He Shijie Hao Xindong Wu 14 109 0 10 Aug 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 16 20 0 29 Jun 2020
DeepAbstract: Neural Network Abstraction for Accelerating Verification P. Ashok Vahid Hashemi Jan Křetínský S. Mohr 17 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 19 102 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 26 44 0 11 Jun 2020
Autonomous Driving with Deep Learning: A Survey of State-of-Art Technologies Yu Huang Yue Chen 3DPC 49 83 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
PERMDNN: Efficient Compressed DNN Architecture with Permuted Diagonal Matrices Chunhua Deng Siyu Liao Yi Xie Keshab K. Parhi Xuehai Qian Bo Yuan 30 93 0 23 Apr 2020
Binary Neural Networks: A Survey Haotong Qin Ruihao Gong Xianglong Liu Xiao Bai Jingkuan Song N. Sebe MQ 50 457 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
A Survey on Contextual Embeddings Qi Liu Matt J. Kusner Phil Blunsom 225 146 0 16 Mar 2020