AdaScale: Towards Real-time Video Object Detection Using Adaptive Scaling

8 February 2019

Papers citing "AdaScale: Towards Real-time Video Object Detection Using Adaptive Scaling"

35 / 35 papers shown

Title
A Survey on Efficiency Optimization Techniques for DNN-based Video Analytics: Process Systems, Algorithms, and Applications Shanjiang Tang Rui Huang Hsinyu Luo C. Wang Ce Yu Yusen Li Hao Fu Chao Sun and Jian Xiao 30 0 0 21 Jul 2025
Panopticus: Omnidirectional 3D Object Detection on Resource-constrained Edge Devices Jeho Lee Chanyoung Jung Jiwon Kim Hojung Cha 3DPC 80 3 0 02 Oct 2024
ROADWork Dataset: Learning to Recognize, Observe, Analyze and Drive Through Work Zones Anurag Ghosh Shen Zheng Shen Zheng Juan R. Alvarez-Padilla Hailiang Zhu Hailiang Zhu Michael Cardei Nicholas Dunn Christoph Mertz Srinivasa Narasimhan 149 6 0 11 Jun 2024
Mondrian: On-Device High-Performance Video Analytics with Compressive Packed Inference Changmin Jeon Seonjun Kim Juheon Yi Youngki Lee 128 1 0 12 Mar 2024
OneAdapt: Fast Adaptation for Deep Learning Applications via Backpropagation Kuntai Du Yuhan Liu Yitian Hao Qizheng Zhang Haodong Wang Yuyang Huang Ganesh Ananthanarayanan Junchen Jiang 107 1 0 03 Oct 2023
Eventful Transformers: Leveraging Temporal Redundancy in Vision Transformers Matthew Dutson Yin Li M. Gupta ViT 105 14 0 25 Aug 2023
Learn to Compress (LtC): Efficient Learning-based Streaming Video Analytics Quazi Mishkatul Alam I. Haque Nael B. Abu-Ghazaleh 64 2 0 22 Jul 2023
DAMO-StreamNet: Optimizing Streaming Perception in Autonomous Driving Ju He Zhi-Qi Cheng Chenyang Li Wangmeng Xiang Binghui Chen Bin Luo Yifeng Geng Xuansong Xie AI4CE 133 23 0 30 Mar 2023
Learned Two-Plane Perspective Prior based Image Resampling for Efficient Object Detection Anurag Ghosh Dinesh Reddy Narapureddy Christoph Mertz S. Narasimhan 126 5 0 25 Mar 2023
Data-Efficient Training of CNNs and Transformers with Coresets: A Stability Perspective Animesh Gupta Irtiza Hassan Dilip K. Prasad D. K. Gupta 122 7 0 03 Mar 2023
Towards 3D Object Detection with 2D Supervision Jinrong Yang Tiancai Wang Zheng Ge Weixin Mao Xiaoping Li Xiangyu Zhang 83 4 0 15 Nov 2022
LongShortNet: Exploring Temporal and Semantic Features Fusion in Streaming Perception Chenyang Li Zhi-Qi Cheng Jun-Yan He Pengyu Li Bin Luo Hanzao Chen Yifeng Geng Jinpeng Lan Xuansong Xie 93 14 0 27 Oct 2022
AttTrack: Online Deep Attention Transfer for Multi-object Tracking Keivan Nalaie Rong Zheng VOT 138 5 0 16 Oct 2022
Shockwave: Fair and Efficient Cluster Scheduling for Dynamic Adaptation in Machine Learning Pengfei Zheng Rui Pan Tarannum Khan Shivaram Venkataraman Aditya Akella 109 24 0 30 Sep 2022
Survey: Exploiting Data Redundancy for Optimization of Deep Learning Jou-An Chen Wei Niu Bin Ren Yanzhi Wang Xipeng Shen 88 26 0 29 Aug 2022
StreamYOLO: Real-time Object Detection for Streaming Perception Jinrong Yang Songtao Liu Zeming Li Xiaoping Li Jian‐Yuan Sun 133 6 0 21 Jul 2022
Real-time Object Detection for Streaming Perception Jinrong Yang Songtao Liu Zeming Li Xiaoping Li Jian Sun 159 53 0 23 Mar 2022
TransVOD: End-to-End Video Object Detection with Spatial-Temporal Transformers Qianyu Zhou Hefei Ling Lu He Li Niu Guangliang Cheng Yunhai Tong Lizhuang Ma Liqing Zhang ViT 143 155 0 13 Jan 2022
Virtuoso: Video-based Intelligence for real-time tuning on SOCs Jayoung Lee Pengcheng Wang Ran Xu Venkateswara Dasari Noah Weston Yin Li S. Bagchi Somali Chaterji 70 2 0 24 Dec 2021
Do You See What I See? Capabilities and Limits of Automated Multimedia Content Analysis Carey Shenkman Dhanaraj Thakur Emma Llansó 58 8 0 15 Dec 2021
Event Neural Networks Matthew Dutson Yin Li M. Gupta 143 9 0 02 Dec 2021
DeepScale: Online Frame Size Adaptation for Multi-object Tracking on Smart Cameras and Edge Servers Keivan Nalaie Renjie Xu Rong Zheng VOT 76 9 0 22 Jul 2021
DANCE: DAta-Network Co-optimization for Efficient Segmentation Model Training and Inference Chaojian Li Wuyang Chen Yuchen Gu Tianlong Chen Yonggan Fu Zhangyang Wang Yingyan Lin 161 0 0 16 Jul 2021
Chanakya: Learning Runtime Decisions for Adaptive Real-Time Perception Anurag Ghosh Vaibhav Balloli A. Nambi Aditya Singh T. Ganu 153 7 0 10 Jun 2021
Enabling Design Methodologies and Future Trends for Edge AI: Specialization and Co-design Cong Hao Jordan Dotzel Jinjun Xiong Luca Benini Zhiru Zhang Deming Chen 137 39 0 25 Mar 2021
ApproxDet: Content and Contention-Aware Approximate Object Detection for Mobiles Ran Xu Chen-Da Liu-Zhang Pengcheng Wang Jayoung Lee Subrata Mitra Somali Chaterji Yin Li S. Bagchi 86 62 0 21 Oct 2020
Enabling Incremental Knowledge Transfer for Object Detection at the Edge Mohammad Farhadi Bajestani Mehdi Ghasemi S. Vrudhula Yezhou Yang 61 14 0 13 Apr 2020
HMM-guided frame querying for bandwidth-constrained video search Bhairav Chidambaram Mason McGill Pietro Perona 78 0 0 31 Dec 2019
Progressive Compressed Records: Taking a Byte out of Deep Learning Data Michael Kuchnik George Amvrosiadis Virginia Smith 190 10 0 01 Nov 2019
E2-Train: Training State-of-the-art CNNs with Over 80% Energy Savings Yue Wang Ziyu Jiang Xiaohan Chen Pengfei Xu Yang Zhao Yingyan Lin Zhangyang Wang MQ 219 84 0 29 Oct 2019
MutualNet: Adaptive ConvNet via Mutual Learning from Network Width and Resolution Taojiannan Yang Sijie Zhu Chong Chen Shen Yan Mi Zhang Andrew Willis OOD 144 75 0 27 Sep 2019
To What Extent Does Downsampling, Compression, and Data Scarcity Impact Renal Image Analysis? Can Peng Kun-li Zhao Arnold Wiliem Teng Zhang Peter Hobson A. Jennings Brian C. Lovell 41 7 0 22 Sep 2019
It's All About The Scale -- Efficient Text Detection Using Adaptive Scaling Elad Richardson Yaniv Azar Or Avioz Niv Geron Tomer Ronen Zach Avraham Stav Shapiro 61 9 0 28 Jul 2019
Towards Efficient Model Compression via Learned Global Ranking Ting-Wu Chin Ruizhou Ding Cha Zhang Diana Marculescu 95 178 0 28 Apr 2019
Regularizing Activation Distribution for Training Binarized Deep Networks Ruizhou Ding Ting-Wu Chin Z. Liu Diana Marculescu MQ 114 150 0 04 Apr 2019