Best Papers
 Implementation of Multiple Transmitter Tracking Mechanism Based on DeepSORT for 2D MIMO Optical Camera Communications 


Vol. 50,  No. 5, pp. 803-811, May  2025
10.7840/kics.2025.50.5.803


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  Abstract

This paper presents an enhanced 2D MIMO Optical Camera Communication (OCC) system that integrates a multi-transmitter tracking mechanism enhanced by the DeepSORT algorithm to address real-time communication challenges in dynamic environments. The system employs YOLOv11 for accurate LED transmitter detection and a deep learning-based decoder to improve decoding efficiency, resulting in a lower Bit Error Rate compared to conventional methods. The DeepSORT algorithm enables the simultaneous tracking of up to 10 LED transmitters with high accuracy, reaching 99.6% multiple object tracking accuracy and 99.3% multiple object tracking precision. Experimental results demonstrate a throughput of up to 15.360 kbps for a 16x16 LED matrix, which showcases the system’s scalability and suitability for IoT and smart city applications. In addition, the deep learning-based decoder improves the signal-to-noise ratio under challenging lighting conditions, which further enhances system robustness. These advancements highlight the system’s potential for stable, high-performance communication in dynamic and noisy environments and offer a promising solution for future optical wireless communication technologies

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[IEEE Style]

E. Shin and Y. M. Jang, "Implementation of Multiple Transmitter Tracking Mechanism Based on DeepSORT for 2D MIMO Optical Camera Communications," The Journal of Korean Institute of Communications and Information Sciences, vol. 50, no. 5, pp. 803-811, 2025. DOI: 10.7840/kics.2025.50.5.803.

[ACM Style]

Eun-bi Shin and Yeong Min Jang. 2025. Implementation of Multiple Transmitter Tracking Mechanism Based on DeepSORT for 2D MIMO Optical Camera Communications. The Journal of Korean Institute of Communications and Information Sciences, 50, 5, (2025), 803-811. DOI: 10.7840/kics.2025.50.5.803.

[KICS Style]

Eun-bi Shin and Yeong Min Jang, "Implementation of Multiple Transmitter Tracking Mechanism Based on DeepSORT for 2D MIMO Optical Camera Communications," The Journal of Korean Institute of Communications and Information Sciences, vol. 50, no. 5, pp. 803-811, 5. 2025. (https://doi.org/10.7840/kics.2025.50.5.803)
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