Benchmarking Video Object Detection Systems on Embedded Devices under Resource Contention

Author:

Lee Jayoung1,Wang Pengcheng1,Xu Ran1,Dasari Venkat2,Weston Noah2,Li Yin3,Bagchi Saurabh1,Chaterji Somali1

Affiliation:

1. Purdue University

2. Army Research Lab

3. University of Wisconsin at Madison

Funder

Army Research Laboratory

Publisher

ACM

Reference24 articles.

1. Yihong Chen Yue Cao Han Hu and Liwei Wang. 2020. Memory enhanced global-local aggregation for video object detection. In CVPR. 10337--10346. Yihong Chen Yue Cao Han Hu and Liwei Wang. 2020. Memory enhanced global-local aggregation for video object detection. In CVPR. 10337--10346.

2. NVIDIA Corporation. 2021. NVIDIA Jetson Linux Developer Guide. https://docs.nvidia.com/jetson/l4t/index.html#page/Tegra%20Linux%20Driver%20Package%20Development%20Guide/power_management_jetson_xavier.html#wwpID0E0VO0HA. NVIDIA Corporation. 2021. NVIDIA Jetson Linux Developer Guide. https://docs.nvidia.com/jetson/l4t/index.html#page/Tegra%20Linux%20Driver%20Package%20Development%20Guide/power_management_jetson_xavier.html#wwpID0E0VO0HA.

3. Jifeng Dai Yi Li Kaiming He and Jian Sun. 2016. R-FCN: Object detection via region-based fully convolutional networks. In NeurIPS. 379--387. Jifeng Dai Yi Li Kaiming He and Jian Sun. 2016. R-FCN: Object detection via region-based fully convolutional networks. In NeurIPS. 379--387.

4. Jiajun Deng Yingwei Pan Ting Yao Wengang Zhou Houqiang Li and Tao Mei. 2019. Relation distillation networks for video object detection. In ICCV. 7023--7032. Jiajun Deng Yingwei Pan Ting Yao Wengang Zhou Houqiang Li and Tao Mei. 2019. Relation distillation networks for video object detection. In ICCV. 7023--7032.

5. NestDNN

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