Efficient Processing of Deep Neural Networks: A Tutorial and Survey

27 March 2017

Papers citing "Efficient Processing of Deep Neural Networks: A Tutorial and Survey"

50 / 231 papers shown

Title
Single Shot Structured Pruning Before Training Joost R. van Amersfoort Milad Alizadeh Sebastian Farquhar Nicholas D. Lane Y. Gal 19 22 0 01 Jul 2020
Exploring Weight Importance and Hessian Bias in Model Pruning Mingchen Li Yahya Sattar Christos Thrampoulidis Samet Oymak 28 3 0 19 Jun 2020
Multi-Precision Policy Enforced Training (MuPPET): A precision-switching strategy for quantised fixed-point training of CNNs A. Rajagopal D. A. Vink Stylianos I. Venieris C. Bouganis MQ 16 14 0 16 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
STONNE: A Detailed Architectural Simulator for Flexible Neural Network Accelerators Francisco Munoz-Martínez José L. Abellán M. Acacio T. Krishna 27 11 0 10 Jun 2020
Making Convolutions Resilient via Algorithm-Based Error Detection Techniques S. Hari Michael B. Sullivan Timothy Tsai S. Keckler 29 66 0 08 Jun 2020
AdaDeep: A Usage-Driven, Automated Deep Model Compression Framework for Enabling Ubiquitous Intelligent Mobiles Sicong Liu Junzhao Du Kaiming Nan Zimu Zhou Zhangyang Wang Yingyan Lin 32 30 0 08 Jun 2020
Deep Learning for LiDAR Point Clouds in Autonomous Driving: A Review Ying Li Lingfei Ma Zilong Zhong Fei Liu Dongpu Cao Jonathan Li M. Chapman 3DPC 44 390 0 20 May 2020
Cross-filter compression for CNN inference acceleration Fuyuan Lyu Shien Zhu Weichen Liu MQ 12 0 0 18 May 2020
Pruning Algorithms to Accelerate Convolutional Neural Networks for Edge Applications: A Survey Jiayi Liu S. Tripathi Unmesh Kurup Mohak Shah 3DPC MedIm 30 52 0 08 May 2020
Data-Free Network Quantization With Adversarial Knowledge Distillation Yoojin Choi Jihwan P. Choi Mostafa El-Khamy Jungwon Lee MQ 27 119 0 08 May 2020
TIMELY: Pushing Data Movements and Interfaces in PIM Accelerators Towards Local and in Time Domain Weitao Li Pengfei Xu Yang Katie Zhao Haitong Li Yuan Xie Yingyan Lin 9 68 0 03 May 2020
Lupulus: A Flexible Hardware Accelerator for Neural Networks Andreas Toftegaard Kristensen R. Giterman Alexios Balatsoukas-Stimming A. Burg 36 0 0 03 May 2020
Memristors -- from In-memory computing, Deep Learning Acceleration, Spiking Neural Networks, to the Future of Neuromorphic and Bio-inspired Computing A. Mehonic Abu Sebastian Bipin Rajendran Osvaldo Simeone Eleni Vasilaki A. Kenyon 16 200 0 30 Apr 2020
A Survey on Impact of Transient Faults on BNN Inference Accelerators N. Khoshavi Connor Broyles Yu Bi 19 8 0 10 Apr 2020
PointAR: Efficient Lighting Estimation for Mobile Augmented Reality Yiqin Zhao Tian Guo 3DPC 22 29 0 30 Mar 2020
Ternary Compression for Communication-Efficient Federated Learning Jinjin Xu W. Du Ran Cheng Wangli He Yaochu Jin MQ FedML 42 174 0 07 Mar 2020
Cluster Pruning: An Efficient Filter Pruning Method for Edge AI Vision Applications Chinthaka Gamanayake Lahiru Jayasinghe Benny Kai Kiat Ng Chau Yuen VLM 23 45 0 05 Mar 2020
SELD-TCN: Sound Event Localization & Detection via Temporal Convolutional Networks Karim Guirguis Christoph Schorn A. Guntoro Sherif Abdulatif Bin Yang 20 55 0 03 Mar 2020
Machine Learning based prediction of noncentrosymmetric crystal materials Yuqi Song Joseph Lindsay Yong Zhao Alireza Nasiri Steph-Yves M. Louis Jie Ling Ming Hu Jianjun Hu 14 21 0 26 Feb 2020
Sparse Optimization for Green Edge AI Inference Xiangyu Yang Sheng Hua Yuanming Shi Hao Wang Jun Zhang Khaled B. Letaief 19 14 0 24 Feb 2020
HarDNN: Feature Map Vulnerability Evaluation in CNNs Abdulrahman Mahmoud S. Hari Christopher W. Fletcher Sarita Adve Charbel Sakr Naresh R Shanbhag Pavlo Molchanov Michael B. Sullivan Timothy Tsai S. Keckler 19 38 0 22 Feb 2020
Communication-Efficient Edge AI: Algorithms and Systems Yuanming Shi Kai Yang Tao Jiang Jun Zhang Khaled B. Letaief GNN 20 326 0 22 Feb 2020
Noisy Machines: Understanding Noisy Neural Networks and Enhancing Robustness to Analog Hardware Errors Using Distillation Chuteng Zhou Prad Kadambi Matthew Mattina P. Whatmough 19 35 0 14 Jan 2020
Modeling of Pruning Techniques for Deep Neural Networks Simplification Morteza Mousa Pasandi M. Hajabdollahi N. Karimi S. Samavi 3DPC 14 18 0 13 Jan 2020
PANTHER: A Programmable Architecture for Neural Network Training Harnessing Energy-efficient ReRAM Aayush Ankit I. E. Hajj S. R. Chalamalasetti S. Agarwal M. Marinella M. Foltin J. Strachan D. Milojicic Wen-mei W. Hwu Kaushik Roy 21 65 0 24 Dec 2019
Design Considerations for Efficient Deep Neural Networks on Processing-in-Memory Accelerators Tien-Ju Yang Vivienne Sze 3DH 19 44 0 18 Dec 2019
On-Device Machine Learning: An Algorithms and Learning Theory Perspective Sauptik Dhar Junyao Guo Jiayi Liu S. Tripathi Unmesh Kurup Mohak Shah 28 141 0 02 Nov 2019
Device-Circuit-Architecture Co-Exploration for Computing-in-Memory Neural Accelerators Weiwen Jiang Qiuwen Lou Zheyu Yan Lei Yang Jiaxi Hu X. S. Hu Yiyu Shi 11 71 0 31 Oct 2019
Deep Learning and Control Algorithms of Direct Perception for Autonomous Driving Der-Hau Lee Kuan-Lin Chen Kuan-Han Liou Chang-Lun Liu Jinn-Liang Liu BDL 22 58 0 26 Oct 2019
Autonomous Navigation via Deep Reinforcement Learning for Resource Constraint Edge Nodes using Transfer Learning Aqeel Anwar A. Raychowdhury 21 73 0 12 Oct 2019
A Survey of Machine Learning Applied to Computer Architecture Design Drew Penney Lizhong Chen AI4CE 24 28 0 26 Sep 2019
A Data-Center FPGA Acceleration Platform for Convolutional Neural Networks Xiaoyu Yu Yuwei Wang Jie Miao Ephrem Wu Heng Zhang Yu Meng Bo Zhang Biao Min Dewei Chen Jianlin Gao 14 21 0 17 Sep 2019
Complexity-Scalable Neural Network Based MIMO Detection With Learnable Weight Scaling A. Mohammad C. Masouros Y. Andreopoulos 24 28 0 12 Sep 2019
Edge Intelligence: The Confluence of Edge Computing and Artificial Intelligence Shuiguang Deng Hailiang Zhao Weijia Fang Jianwei Yin Schahram Dustdar Albert Y. Zomaya 74 605 0 02 Sep 2019
GDRQ: Group-based Distribution Reshaping for Quantization Haibao Yu Tuopu Wen Guangliang Cheng Jiankai Sun Qi Han Jianping Shi MQ 33 3 0 05 Aug 2019
Energy-Efficient Processing and Robust Wireless Cooperative Transmission for Edge Inference Kai Yang Yuanming Shi Wei Yu Z. Ding 16 42 0 29 Jul 2019
Recurrent Neural Networks: An Embedded Computing Perspective Nesma M. Rezk M. Purnaprajna Tomas Nordstrom Z. Ul-Abdin 35 81 0 23 Jul 2019
Learning Multimodal Fixed-Point Weights using Gradient Descent Lukas Enderich Fabian Timm Lars Rosenbaum Wolfram Burgard MQ 17 9 0 16 Jul 2019
Parameterized Structured Pruning for Deep Neural Networks Günther Schindler Wolfgang Roth Franz Pernkopf Holger Froening 21 6 0 12 Jun 2019
Edge Intelligence: Paving the Last Mile of Artificial Intelligence with Edge Computing Zhi Zhou Xu Chen En Li Liekang Zeng Ke Luo Junshan Zhang 26 1,420 0 24 May 2019
DeepCABAC: Context-adaptive binary arithmetic coding for deep neural network compression Simon Wiedemann H. Kirchhoffer Stefan Matlage Paul Haase Arturo Marbán ... Ahmed Osman D. Marpe H. Schwarz Thomas Wiegand Wojciech Samek MQ 19 21 0 15 May 2019
NeuPart: Using Analytical Models to Drive Energy-Efficient Partitioning of CNN Computations on Cloud-Connected Mobile Clients Susmita Dey Manasi F. S. Snigdha S. Sapatnekar 26 16 0 09 May 2019
Progressive Stochastic Binarization of Deep Networks David Hartmann Michael Wand MQ 17 1 0 03 Apr 2019
Multi-vision Attention Networks for On-line Red Jujube Grading Xiaoye Sun Liyan Ma Gongyang Li 9 9 0 31 Mar 2019
Automated Circuit Approximation Method Driven by Data Distribution Z. Vašíček Vojtěch Mrázek Lukás Sekanina 7 17 0 11 Mar 2019
Efficient Winograd or Cook-Toom Convolution Kernel Implementation on Widely Used Mobile CPUs Partha P. Maji Andrew Mundy Ganesh S. Dasika Jesse G. Beu Matthew Mattina Robert D. Mullins 24 26 0 04 Mar 2019
Speeding up Deep Learning with Transient Servers Shijian Li R. Walls Lijie Xu Tian Guo 27 12 0 28 Feb 2019
Single-shot Channel Pruning Based on Alternating Direction Method of Multipliers Chengcheng Li Zehao Wang Xiangyang Wang Hairong Qi 16 5 0 18 Feb 2019
Optimally Scheduling CNN Convolutions for Efficient Memory Access Arthur Stoutchinin Francesco Conti Luca Benini 36 43 0 04 Feb 2019