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Call for Papers:Vol.12 Issue.2

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Title: :  Real Time Object Detection Tracking using YOLO and Deep SORT
PaperId: :  27808
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 6 2025
DUI:    16.0415/IJARIIE-27808
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Nandan M RRajarajeswari College of Engineering
Tejas SRajarajeswari College of Engineering
Punith kumar ARajarajeswari College of Engineering
Dr. Thippeswamy G RRajarajeswari College of Engineering

Abstract

Information science and engineering
object detection, YOLOv8, real-time tracking, multi-source processing, deep learning, computer vision, Stream-lit.
This paper presents a comprehensive system for real-time object detection and tracking utilizing the YOLOv8 neural network architecture. The proposed system supports multiple input sources including static images, video files, realtime camera feeds, and phone-based streams. A Streamlit-based web interface provides intuitive user interaction for seamless integration across different application scenarios. The system incorporates adjustable confidence thresholds for flexible object detection tuning, and stores detection results in a structured database for historical tracking and analysis. Our implementation demonstrates efficient processing of multi-source inputs with real-time visualization and comprehensive object metadata collection including spatial dimensions and temporal information. The system achieves robust detection performance across various scenarios while maintaining user-friendly interface design. Experimental evaluation demonstrates 87-92% mAP accuracy with 6-15ms inference latency on GPU-equipped systems.

Citations

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IJARIIE Nandan M R, Tejas S, Punith kumar A, and Dr. Thippeswamy G R. "Real Time Object Detection Tracking using YOLO and Deep SORT" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 6 2025 Page 1399-1405
MLA Nandan M R, Tejas S, Punith kumar A, and Dr. Thippeswamy G R. "Real Time Object Detection Tracking using YOLO and Deep SORT." International Journal Of Advance Research And Innovative Ideas In Education 11.6(2025) : 1399-1405.
APA Nandan M R, Tejas S, Punith kumar A, & Dr. Thippeswamy G R. (2025). Real Time Object Detection Tracking using YOLO and Deep SORT. International Journal Of Advance Research And Innovative Ideas In Education, 11(6), 1399-1405.
Chicago Nandan M R, Tejas S, Punith kumar A, and Dr. Thippeswamy G R. "Real Time Object Detection Tracking using YOLO and Deep SORT." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 6 (2025) : 1399-1405.
Oxford Nandan M R, Tejas S, Punith kumar A, and Dr. Thippeswamy G R. 'Real Time Object Detection Tracking using YOLO and Deep SORT', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 6, 2025, p. 1399-1405. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Real_Time_Object_Detection_Tracking_using_YOLO_and_Deep_SORT_ijariie27808.pdf (Accessed : ).
Harvard Nandan M R, Tejas S, Punith kumar A, and Dr. Thippeswamy G R. (2025) 'Real Time Object Detection Tracking using YOLO and Deep SORT', International Journal Of Advance Research And Innovative Ideas In Education, 11(6), pp. 1399-1405IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Real_Time_Object_Detection_Tracking_using_YOLO_and_Deep_SORT_ijariie27808.pdf (Accessed : )
IEEE Nandan M R, Tejas S, Punith kumar A, and Dr. Thippeswamy G R, "Real Time Object Detection Tracking using YOLO and Deep SORT," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 6, pp. 1399-1405, Nov-Dec 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/Real_Time_Object_Detection_Tracking_using_YOLO_and_Deep_SORT_ijariie27808.pdf [Accessed : ].
Turabian Nandan M R, Tejas S, Punith kumar A, and Dr. Thippeswamy G R. "Real Time Object Detection Tracking using YOLO and Deep SORT." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 6 ().
Vancouver Nandan M R, Tejas S, Punith kumar A, and Dr. Thippeswamy G R. Real Time Object Detection Tracking using YOLO and Deep SORT. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(6) : 1399-1405. Available from: https://ijariie.com/AdminUploadPdf/Real_Time_Object_Detection_Tracking_using_YOLO_and_Deep_SORT_ijariie27808.pdf
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