@article{ART003280649},
author={Du-Hwan Hur and Dae-Hyeon Park and Deok-Woong Kim and Junhyeong Bak and Ingu Park and Ki-Nam Lee and Seung-Hwan Bae},
title={Comparison of Tracking-by-detection Algorithm on Aerial Battle Scenario based On-Device},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2025},
volume={30},
number={12},
pages={287-296}
TY - JOUR
AU - Du-Hwan Hur
AU - Dae-Hyeon Park
AU - Deok-Woong Kim
AU - Junhyeong Bak
AU - Ingu Park
AU - Ki-Nam Lee
AU - Seung-Hwan Bae
TI - Comparison of Tracking-by-detection Algorithm on Aerial Battle Scenario based On-Device
JO - Journal of The Korea Society of Computer and Information
PY - 2025
VL - 30
IS - 12
PB - The Korean Society Of Computer And Information
SP - 287
EP - 296
SN - 1598-849X
AB - In this paper, we present a guideline for multi-object tracking in aerial battle scenarios, where tracking is required from low-resolution infrared imagery and low-quality detection results. Albeit many MOT algorithms are compared on high-performance resource (e.g., high-performed devices, high-resolution inputs and powerful detectors), the analysis on the resource-constrained scenario is limited. To resolve this gap, we analyze how such resource-constrained conditions affect tracking performance and computational cost. We demonstrate that powerful detections leads to improved Average IoU and reduced false positives (FP) in the tracker. We also compare recent tracking-by-detection under both high and low resolution conditions. Based on these results, we provide tracking algorithm that clarify whether to reduce false positives (FP) or false negatives (FN). As a result, we provide the guideline in aerial battle scenarios, demonstrating that tracking accuracy depends on detection confidence and that the association algorithms focus on regulating both FP and FN.
KW - Tracking-by-detection;Multi-object tracking;Detection confidence;On-device tracking;;Aerial battle scenario
DO -
UR -
ER -
Du-Hwan Hur, Dae-Hyeon Park, Deok-Woong Kim, Junhyeong Bak, Ingu Park, Ki-Nam Lee and Seung-Hwan Bae. (2025). Comparison of Tracking-by-detection Algorithm on Aerial Battle Scenario based On-Device. Journal of The Korea Society of Computer and Information, 30(12), 287-296.
Du-Hwan Hur, Dae-Hyeon Park, Deok-Woong Kim, Junhyeong Bak, Ingu Park, Ki-Nam Lee and Seung-Hwan Bae. 2025, "Comparison of Tracking-by-detection Algorithm on Aerial Battle Scenario based On-Device", Journal of The Korea Society of Computer and Information, vol.30, no.12 pp.287-296.
Du-Hwan Hur, Dae-Hyeon Park, Deok-Woong Kim, Junhyeong Bak, Ingu Park, Ki-Nam Lee, Seung-Hwan Bae "Comparison of Tracking-by-detection Algorithm on Aerial Battle Scenario based On-Device" Journal of The Korea Society of Computer and Information 30.12 pp.287-296 (2025) : 287.
Du-Hwan Hur, Dae-Hyeon Park, Deok-Woong Kim, Junhyeong Bak, Ingu Park, Ki-Nam Lee, Seung-Hwan Bae. Comparison of Tracking-by-detection Algorithm on Aerial Battle Scenario based On-Device. 2025; 30(12), 287-296.
Du-Hwan Hur, Dae-Hyeon Park, Deok-Woong Kim, Junhyeong Bak, Ingu Park, Ki-Nam Lee and Seung-Hwan Bae. "Comparison of Tracking-by-detection Algorithm on Aerial Battle Scenario based On-Device" Journal of The Korea Society of Computer and Information 30, no.12 (2025) : 287-296.
Du-Hwan Hur; Dae-Hyeon Park; Deok-Woong Kim; Junhyeong Bak; Ingu Park; Ki-Nam Lee; Seung-Hwan Bae. Comparison of Tracking-by-detection Algorithm on Aerial Battle Scenario based On-Device. Journal of The Korea Society of Computer and Information, 30(12), 287-296.
Du-Hwan Hur; Dae-Hyeon Park; Deok-Woong Kim; Junhyeong Bak; Ingu Park; Ki-Nam Lee; Seung-Hwan Bae. Comparison of Tracking-by-detection Algorithm on Aerial Battle Scenario based On-Device. Journal of The Korea Society of Computer and Information. 2025; 30(12) 287-296.
Du-Hwan Hur, Dae-Hyeon Park, Deok-Woong Kim, Junhyeong Bak, Ingu Park, Ki-Nam Lee, Seung-Hwan Bae. Comparison of Tracking-by-detection Algorithm on Aerial Battle Scenario based On-Device. 2025; 30(12), 287-296.
Du-Hwan Hur, Dae-Hyeon Park, Deok-Woong Kim, Junhyeong Bak, Ingu Park, Ki-Nam Lee and Seung-Hwan Bae. "Comparison of Tracking-by-detection Algorithm on Aerial Battle Scenario based On-Device" Journal of The Korea Society of Computer and Information 30, no.12 (2025) : 287-296.
