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Data-Model-Circuit Tri-Design for Ultra-Light Video Intelligence on Edge Devices

16 October 2022

Papers citing "Data-Model-Circuit Tri-Design for Ultra-Light Video Intelligence on Edge Devices"

20 / 20 papers shown

Title
Deployment of Deep Neural Networks for Object Detection on Edge AI Devices with Runtime Optimization Lukas Stäcker Juncong Fei Philipp Heidenreich Frank Bonarens J. Rambach D. Stricker Christoph Stiller 50 23 0 18 Aug 2021
Compressed Object Detection Gedeon Muhawenayo Georgia Gkioxari 80 3 0 04 Feb 2021
Fast convolutional neural networks on FPGAs with hls4ml T. Aarrestad Vladimir Loncar Nicolò Ghielmetti M. Pierini S. Summers ... N. Tran Miaoyuan Liu E. Kreinar Zhenbin Wu Duc Hoang 61 109 0 13 Jan 2021
Quasi-Dense Similarity Learning for Multiple Object Tracking Jiangmiao Pang Linlu Qiu Xia Li Haofeng Chen Qi Li Trevor Darrell Feng Yu VOT 163 373 0 11 Jun 2020
Tracking by Instance Detection: A Meta-Learning Approach Guangting Wang Chong Luo Xiaoyan Sun Zhiwei Xiong Wenjun Zeng 75 148 0 02 Apr 2020
An Image Enhancing Pattern-based Sparsity for Real-time Inference on Mobile Devices Xiaolong Ma Wei Niu Tianyun Zhang Sijia Liu Sheng Lin ... Xiang Chen Jian Tang Kaisheng Ma Bin Ren Yanzhi Wang 91 27 0 20 Jan 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 95 228 0 01 Jan 2020
Towards Real-Time Multi-Object Tracking Zhongdao Wang Liang Zheng Yixuan Liu Yali Li Shengjin Wang VOT 312 878 0 27 Sep 2019
A Survey of Autonomous Driving: Common Practices and Emerging Technologies Ekim Yurtsever Jacob Lambert Alexander Carballo K. Takeda 93 1,389 0 12 Jun 2019
FPGA/DNN Co-Design: An Efficient Design Methodology for IoT Intelligence on the Edge Cong Hao Xiaofan Zhang Yuhong Li Sitao Huang Jinjun Xiong K. Rupnow Wen-mei W. Hwu Deming Chen 91 174 0 09 Apr 2019
BDD100K: A Diverse Driving Dataset for Heterogeneous Multitask Learning Feng Yu Haofeng Chen Xin Wang Wenqi Xian Yingying Chen Fangchen Liu Vashisht Madhavan Trevor Darrell VLM 346 2,158 0 12 May 2018
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination Zhirong Wu Yuanjun Xiong Stella X. Yu Dahua Lin SSL 185 3,468 0 05 May 2018
The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks Jonathan Frankle Michael Carbin 269 3,488 0 09 Mar 2018
The History Began from AlexNet: A Comprehensive Survey on Deep Learning Approaches Md. Zahangir Alom T. Taha C. Yakopcic Stefan Westberg P. Sidike Mst Shamima Nasrin B. Van Essen A. Awwal V. Asari VLM 95 882 0 03 Mar 2018
Deep Reinforcement Learning for Unsupervised Video Summarization with Diversity-Representativeness Reward Kaiyang Zhou Yu Qiao Tao Xiang 70 430 0 29 Dec 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 833 11,952 0 09 Mar 2017
Feature Pyramid Networks for Object Detection Nayeon Lee Piotr Dollár Ross B. Girshick Kaiming He Bharath Hariharan Serge J. Belongie ObjD 488 22,158 0 09 Dec 2016
Structured Pruning of Deep Convolutional Neural Networks S. Anwar Kyuyeon Hwang Wonyong Sung 131 748 0 29 Dec 2015
Learning both Weights and Connections for Efficient Neural Networks Song Han Jeff Pool J. Tran W. Dally CVBM 316 6,709 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 533 62,409 0 04 Jun 2015