Embedded Distributed Inference of Deep Neural Networks: A Systematic Review

6 May 2024

Papers citing "Embedded Distributed Inference of Deep Neural Networks: A Systematic Review"

46 / 46 papers shown

Title
SplitPlace: AI Augmented Splitting and Placement of Large-Scale Neural Networks in Mobile Edge Environments Shreshth Tuli G. Casale N. Jennings 61 34 0 21 May 2022
DEFER: Distributed Edge Inference for Deep Neural Networks Arjun Parthasarathy Bhaskar Krishnamachari 39 15 0 18 Jan 2022
Auto-Split: A General Framework of Collaborative Edge-Cloud AI Amin Banitalebi-Dehkordi Naveen Vedula J. Pei Fei Xia Lanjun Wang Yong Zhang 62 92 0 30 Aug 2021
Communication-Computation Efficient Device-Edge Co-Inference via AutoML Xinjie Zhang Jiawei Shao Yuyi Mao Jun Zhang 52 8 0 30 Aug 2021
Energy-Efficient Model Compression and Splitting for Collaborative Inference Over Time-Varying Channels Mounssif Krouka Anis Elgabli Chaouki Ben Issaid M. Bennis 49 14 0 02 Jun 2021
DynO: Dynamic Onloading of Deep Neural Networks from Cloud to Device Mario Almeida Stefanos Laskaridis Stylianos I. Venieris Ilias Leontiadis Nicholas D. Lane 50 36 0 20 Apr 2021
Distributed Learning in Wireless Networks: Recent Progress and Future Challenges Mingzhe Chen Deniz Gündüz Kaibin Huang Walid Saad M. Bennis Aneta Vulgarakis Feljan H. Vincent Poor 116 416 0 05 Apr 2021
Autodidactic Neurosurgeon: Collaborative Deep Inference for Mobile Edge Intelligence via Online Learning Letian Zhang Lixing Chen Jie Xu 53 53 0 02 Feb 2021
DistPrivacy: Privacy-Aware Distributed Deep Neural Networks in IoT surveillance systems Emna Baccour A. Erbad Amr M. Mohamed Mounir Hamdi Mohsen Guizani 43 20 0 25 Oct 2020
Offloading Optimization in Edge Computing for Deep Learning Enabled Target Tracking by Internet-of-UAVs Bofu Yang Xuelin Cao Chau Yuen Lijun Qian 82 111 0 18 Aug 2020
SPINN: Synergistic Progressive Inference of Neural Networks over Device and Cloud Stefanos Laskaridis Stylianos I. Venieris Mario Almeida Ilias Leontiadis Nicholas D. Lane 84 274 0 14 Aug 2020
Communication-Computation Trade-Off in Resource-Constrained Edge Inference Jiawei Shao Jun Zhang 46 115 0 03 Jun 2020
BottleNet++: An End-to-End Approach for Feature Compression in Device-Edge Co-Inference Systems Jiawei Shao Jun Zhang 92 165 0 31 Oct 2019
Edge AI: On-Demand Accelerating Deep Neural Network Inference via Edge Computing En Li Liekang Zeng Zhi Zhou Xu Chen 54 630 0 04 Oct 2019
Achieving Super-Linear Speedup across Multi-FPGA for Real-Time DNN Inference Weiwen Jiang E. Sha Xinyi Zhang Lei Yang Qingfeng Zhuge Yiyu Shi Jiaxi Hu 60 75 0 21 Jul 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 153 18,179 0 28 May 2019
FCOS: Fully Convolutional One-Stage Object Detection Zhi Tian Chunhua Shen Hao Chen Tong He ObjD 143 5,017 0 02 Apr 2019
Feature Selective Anchor-Free Module for Single-Shot Object Detection Chenchen Zhu Yihui He Marios Savvides ObjD 78 797 0 02 Mar 2019
BottleNet: A Deep Learning Architecture for Intelligent Mobile Cloud Computing Services Amir Erfan Eshratifar Amirhossein Esmaili Massoud Pedram 73 179 0 04 Feb 2019
A PCB Dataset for Defects Detection and Classification Weibo Huang Peng Wei 46 89 0 24 Jan 2019
The PyTorch-Kaldi Speech Recognition Toolkit Mirco Ravanelli Titouan Parcollet Yoshua Bengio VLM OffRL 44 227 0 19 Nov 2018
SCALE-Sim: Systolic CNN Accelerator Simulator A. Samajdar Yuhao Zhu P. Whatmough Matthew Mattina Tushar Krishna 94 137 0 16 Oct 2018
Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude Masking for Speech Separation Yi Luo N. Mesgarani 162 1,795 0 20 Sep 2018
Cascade R-CNN: Delving into High Quality Object Detection Zhaowei Cai Nuno Vasconcelos ObjD 147 4,941 0 03 Dec 2017
VoxelNet: End-to-End Learning for Point Cloud Based 3D Object Detection Yin Zhou Oncel Tuzel 3DPC 118 3,731 0 17 Nov 2017
PoseTrack: A Benchmark for Human Pose Estimation and Tracking Mykhaylo Andriluka Umar Iqbal Eldar Insafutdinov L. Pishchulin Anton Milan Juergen Gall Bernt Schiele 120 460 0 27 Oct 2017
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms Han Xiao Kashif Rasul Roland Vollgraf 285 8,920 0 25 Aug 2017
DeepSense: A Unified Deep Learning Framework for Time-Series Mobile Sensing Data Processing Shuochao Yao Shaohan Hu Yiran Zhao Aston Zhang Tarek Abdelzaher HAI AI4TS 79 625 0 07 Nov 2016
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 1.4K 14,608 0 07 Oct 2016
WaveNet: A Generative Model for Raw Audio Aaron van den Oord Sander Dieleman Heiga Zen Karen Simonyan Oriol Vinyals Alex Graves Nal Kalchbrenner A. Senior Koray Kavukcuoglu DiffM 406 7,414 0 12 Sep 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 790 36,881 0 25 Aug 2016
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 267 18,267 0 02 Jun 2016
Wide Residual Networks Sergey Zagoruyko N. Komodakis 353 8,000 0 23 May 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 747 37,890 0 20 May 2016
SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size F. Iandola Song Han Matthew W. Moskewicz Khalid Ashraf W. Dally Kurt Keutzer 156 7,501 0 24 Feb 2016
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 886 27,416 0 02 Dec 2015
You Only Look Once: Unified, Real-Time Object Detection Joseph Redmon S. Divvala Ross B. Girshick Ali Farhadi ObjD 718 37,020 0 08 Jun 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 528 62,377 0 04 Jun 2015
FaceNet: A Unified Embedding for Face Recognition and Clustering Florian Schroff Dmitry Kalenichenko James Philbin 3DH 389 13,145 0 12 Mar 2015
Deep Speech: Scaling up end-to-end speech recognition Awni Y. Hannun Carl Case Jared Casper Bryan Catanzaro G. Diamos ... R. Prenger S. Satheesh Shubho Sengupta Adam Coates A. Ng 188 2,128 0 17 Dec 2014
Deep Learning Face Attributes in the Wild Ziwei Liu Ping Luo Xiaogang Wang Xiaoou Tang CVBM 247 8,426 0 28 Nov 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.7K 100,508 0 04 Sep 2014
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 426 43,814 0 01 May 2014
OverFeat: Integrated Recognition, Localization and Detection using Convolutional Networks P. Sermanet David Eigen Xiang Zhang Michaël Mathieu Rob Fergus Yann LeCun ObjD 155 5,008 0 21 Dec 2013
Network In Network Min Lin Qiang Chen Shuicheng Yan 294 6,284 0 16 Dec 2013
Natural Language Processing (almost) from Scratch R. Collobert Jason Weston Léon Bottou Michael Karlen Koray Kavukcuoglu Pavel P. Kuksa 203 7,728 0 02 Mar 2011