A multi-object tracking algorithm based on YOLOv5-concise network

Cheng Baoping; Huang Yan; Xie Xiaoyan; Du Jiawei

doi:10.1117/12.2643719

9 October 2022 A multi-object tracking algorithm based on YOLOv5-concise network

Cheng Baoping, Huang Yan, Xie Xiaoyan, Du Jiawei

Proceedings Volume 12246, 2nd International Conference on Signal Image Processing and Communication (ICSIPC 2022); 122461U (2022) https://doi.org/10.1117/12.2643719
Event: 2nd International Conference on Signal Image Processing and Communication (ICSIPC 2022), 2022, Qingdao, China

Abstract

As the basis of pedestrian and traffic statistics, multi-object tracking (MOT) is widely used in smart cities and smart shops. Due to the high cost of cloud analysis, MOT algorithm is mainly deployed on the end-side device. However, limited by computing resources and capital cost, it is difficult to deploy large models in end-side device. As tracking based on detection has become the most effective MOT method, a lightweight detection network model YOLOv5- Concise with only 0.302M parameters is proposed for end-side deployment in this paper. Then, the application of knowledge distillation technology based on outputs and feature relation in object detection is studied. By knowledge distillation, the YOLOv5-Concise model's detection precision mAP0.5 is increased by 7.26%, mAP0.5:0.95 is increased by 16%, and the detection speed remained unchanged. Finally, on the camera equipped with T40 chip, the detection speed of the model is measured to 28 FPS, and the accuracy rate of 98.1% is obtained in the pedestrian statistics test.

Citation Download Citation

Cheng Baoping, Huang Yan, Xie Xiaoyan, and Du Jiawei "A multi-object tracking algorithm based on YOLOv5-concise network", Proc. SPIE 12246, 2nd International Conference on Signal Image Processing and Communication (ICSIPC 2022), 122461U (9 October 2022); https://doi.org/10.1117/12.2643719

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KEYWORDS

Target detection

Detection and tracking algorithms

Instrument modeling

Data modeling

Statistical modeling

Cameras

Surface plasmons

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