Real-time Neural Network Inference on Extremely Weak Devices: Agile Offloading with Explainable AI

21 December 2023

Papers citing "Real-time Neural Network Inference on Extremely Weak Devices: Agile Offloading with Explainable AI"

39 / 39 papers shown

Title
LimitNet: Progressive, Content-Aware Image Offloading for Extremely Weak Devices & Networks A. Hojjat Janek Haberer Tayyaba Zainab Olaf Landsiedel 103 3 0 18 Apr 2025
Threshold Neuron: A Brain-inspired Artificial Neuron for Efficient On-device Inference Zihao Zheng Yan Liang Jiayu Chen Peng Zhou Xiang Chen Yunxin Liu 187 0 0 18 Dec 2024
Fast Axiomatic Attribution for Neural Networks Robin Hesse Simone Schaub-Meyer Stefan Roth 51 40 0 15 Nov 2021
EfficientNetV2: Smaller Models and Faster Training Mingxing Tan Quoc V. Le EgoV 137 2,730 0 01 Apr 2021
Pruning Neural Networks at Initialization: Why are We Missing the Mark? Jonathan Frankle Gintare Karolina Dziugaite Daniel M. Roy Michael Carbin 69 240 0 18 Sep 2020
Multi-Loss Weighting with Coefficient of Variations R. Groenendijk Sezer Karaoglu Theo Gevers Thomas Mensink 144 55 0 03 Sep 2020
SPINN: Synergistic Progressive Inference of Neural Networks over Device and Cloud Stefanos Laskaridis Stylianos I. Venieris Mario Almeida Ilias Leontiadis Nicholas D. Lane 91 274 0 14 Aug 2020
Exploring Self-attention for Image Recognition Hengshuang Zhao Jiaya Jia V. Koltun SSL 100 786 0 28 Apr 2020
PatDNN: Achieving Real-Time DNN Execution on Mobile Devices with Pattern-based Weight Pruning Wei Niu Xiaolong Ma Sheng Lin Shihao Wang Xuehai Qian Xinyu Lin Yanzhi Wang Bin Ren MQ 102 229 0 01 Jan 2020
Deep Learning in Video Multi-Object Tracking: A Survey Gioele Ciaparrone Francisco Luque Sánchez Siham Tabik L. Troiano R. Tagliaferri Francisco Herrera VOT 91 575 0 18 Jul 2019
Deep Modular Co-Attention Networks for Visual Question Answering Zhou Yu Jun Yu Yuhao Cui Dacheng Tao Q. Tian 91 808 0 25 Jun 2019
26ms Inference Time for ResNet-50: Towards Real-Time Execution of all DNNs on Smartphone Wei Niu Xiaolong Ma Yanzhi Wang Bin Ren 3DH 58 23 0 02 May 2019
Machine Vision Guided 3D Medical Image Compression for Efficient Transmission and Accurate Segmentation in the Clouds Zihao Liu Xiaowei Xu Tao Liu Qi Liu Yanzhi Wang Yiyu Shi Wujie Wen Meiping Huang Haiyun Yuan Jian Zhuang 38 33 0 09 Apr 2019
JALAD: Joint Accuracy- and Latency-Aware Deep Structure Decoupling for Edge-Cloud Execution Hongshan Li Chenghao Hu Jingyan Jiang Zhi Wang Yonggang Wen Wenwu Zhu 96 135 0 25 Dec 2018
NestDNN: Resource-Aware Multi-Tenant On-Device Deep Learning for Continuous Mobile Vision Biyi Fang Xiao Zeng Mi Zhang 3DH 93 269 0 23 Oct 2018
Intelligence Beyond the Edge: Inference on Intermittent Embedded Systems Graham Gobieski Nathan Beckmann Brandon Lucia 62 207 0 28 Sep 2018
DeepN-JPEG: A Deep Neural Network Favorable JPEG-based Image Compression Framework Zihao Liu Tao Liu Wujie Wen Lei Jiang Jie Xu Yanzhi Wang Gang Quan 58 99 0 14 Mar 2018
Edge-Host Partitioning of Deep Neural Networks with Feature Space Encoding for Resource-Constrained Internet-of-Things Platforms J. Ko Taesik Na M. Amir Saibal Mukhopadhyay 76 150 0 11 Feb 2018
JointDNN: An Efficient Training and Inference Engine for Intelligent Mobile Cloud Computing Services Amir Erfan Eshratifar M. Abrishami Massoud Pedram FedML 97 255 0 25 Jan 2018
MobileNetV2: Inverted Residuals and Linear Bottlenecks Mark Sandler Andrew G. Howard Menglong Zhu A. Zhmoginov Liang-Chieh Chen 231 19,353 0 13 Jan 2018
GradNorm: Gradient Normalization for Adaptive Loss Balancing in Deep Multitask Networks Zhao Chen Vijay Badrinarayanan Chen-Yu Lee Andrew Rabinovich ODL 176 1,293 0 07 Nov 2017
Intention-Net: Integrating Planning and Deep Learning for Goal-Directed Autonomous Navigation Wei Gao David Hsu Wee Sun Lee Shengmei Shen K. Subramanian 79 116 0 16 Oct 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 813 132,725 0 12 Jun 2017
Learning Important Features Through Propagating Activation Differences Avanti Shrikumar Peyton Greenside A. Kundaje FAtt 203 3,884 0 10 Apr 2017
Soft-to-Hard Vector Quantization for End-to-End Learning Compressible Representations E. Agustsson Fabian Mentzer Michael Tschannen Lukas Cavigelli Radu Timofte Luca Benini Luc Van Gool MQ 94 482 0 03 Apr 2017
Axiomatic Attribution for Deep Networks Mukund Sundararajan Ankur Taly Qiqi Yan OOD FAtt 211 6,027 0 04 Mar 2017
Federated Learning: Strategies for Improving Communication Efficiency Jakub Konecný H. B. McMahan Felix X. Yu Peter Richtárik A. Suresh Dave Bacon FedML 314 4,659 0 18 Oct 2016
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 357 20,136 0 07 Oct 2016
Model-Agnostic Interpretability of Machine Learning Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 88 839 0 16 Jun 2016
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.2K 17,071 0 16 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.3K 194,641 0 10 Dec 2015
Deep Speech 2: End-to-End Speech Recognition in English and Mandarin Dario Amodei Rishita Anubhai Eric Battenberg Carl Case Jared Casper ... Chong-Jun Wang Bo Xiao Dani Yogatama J. Zhan Zhenyao Zhu 146 2,976 0 08 Dec 2015
Learning both Weights and Connections for Efficient Neural Networks Song Han Jeff Pool J. Tran W. Dally CVBM 320 6,715 0 08 Jun 2015
When Face Recognition Meets with Deep Learning: an Evaluation of Convolutional Neural Networks for Face Recognition Guosheng Hu Yongxin Yang Dong Yi J. Kittler William Christmas Stan Z. Li Timothy M. Hospedales CVBM 3DV 84 318 0 09 Apr 2015
Modeling Spatial-Temporal Clues in a Hybrid Deep Learning Framework for Video Classification Zuxuan Wu Xi Wang Yu-Gang Jiang Hao Ye Xiangyang Xue 82 451 0 07 Apr 2015
Compressing Deep Convolutional Networks using Vector Quantization Yunchao Gong Liu Liu Ming Yang Lubomir D. Bourdev MQ 179 1,171 0 18 Dec 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.7K 100,575 0 04 Sep 2014
Neural Machine Translation by Jointly Learning to Align and Translate Dzmitry Bahdanau Kyunghyun Cho Yoshua Bengio AIMat 584 27,345 0 01 Sep 2014
Exploiting Linear Structure Within Convolutional Networks for Efficient Evaluation Emily L. Denton Wojciech Zaremba Joan Bruna Yann LeCun Rob Fergus FAtt 184 1,693 0 02 Apr 2014