@article{ART003152728},
author={Junhyeong Bak and Yong-ho Choi and Jong-Won Moon and Bora Whang and Ingu Park},
title={Improving On-board Aircraft Target Detection Model: Utilizing Shape Information and Mixed Precision Quantization},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2024},
volume={29},
number={12},
pages={13-20}
TY - JOUR
AU - Junhyeong Bak
AU - Yong-ho Choi
AU - Jong-Won Moon
AU - Bora Whang
AU - Ingu Park
TI - Improving On-board Aircraft Target Detection Model: Utilizing Shape Information and Mixed Precision Quantization
JO - Journal of The Korea Society of Computer and Information
PY - 2024
VL - 29
IS - 12
PB - The Korean Society Of Computer And Information
SP - 13
EP - 20
SN - 1598-849X
AB - The object detection technology in the field of computer vision is utilized to detect aircraft targets using electro-optical systems. Recent advancements in object detection, driven by deep neural networks and hardware accelerators, have led to significant performance improvements, which can also be applied to aircraft target detection. However, for successful integration into weapon systems, it is essential to achieve high detection reliability and real-time processing in on-board environments. This paper presents two strategies to address these challenges. These strategies focus on improving model training by utilizing object shape information and optimizing the model with mixed precision computation. The experimental results demonstrate that the methods improve the performance of the aircraft target detection model and enhance its applicability to weapon systems.
KW - Object detection;Aircraft target detection;Deep neural network;Data augmentation;Label assignment;NPU;Quantization
DO -
UR -
ER -
Junhyeong Bak, Yong-ho Choi, Jong-Won Moon, Bora Whang and Ingu Park. (2024). Improving On-board Aircraft Target Detection Model: Utilizing Shape Information and Mixed Precision Quantization. Journal of The Korea Society of Computer and Information, 29(12), 13-20.
Junhyeong Bak, Yong-ho Choi, Jong-Won Moon, Bora Whang and Ingu Park. 2024, "Improving On-board Aircraft Target Detection Model: Utilizing Shape Information and Mixed Precision Quantization", Journal of The Korea Society of Computer and Information, vol.29, no.12 pp.13-20.
Junhyeong Bak, Yong-ho Choi, Jong-Won Moon, Bora Whang, Ingu Park "Improving On-board Aircraft Target Detection Model: Utilizing Shape Information and Mixed Precision Quantization" Journal of The Korea Society of Computer and Information 29.12 pp.13-20 (2024) : 13.
Junhyeong Bak, Yong-ho Choi, Jong-Won Moon, Bora Whang, Ingu Park. Improving On-board Aircraft Target Detection Model: Utilizing Shape Information and Mixed Precision Quantization. 2024; 29(12), 13-20.
Junhyeong Bak, Yong-ho Choi, Jong-Won Moon, Bora Whang and Ingu Park. "Improving On-board Aircraft Target Detection Model: Utilizing Shape Information and Mixed Precision Quantization" Journal of The Korea Society of Computer and Information 29, no.12 (2024) : 13-20.
Junhyeong Bak; Yong-ho Choi; Jong-Won Moon; Bora Whang; Ingu Park. Improving On-board Aircraft Target Detection Model: Utilizing Shape Information and Mixed Precision Quantization. Journal of The Korea Society of Computer and Information, 29(12), 13-20.
Junhyeong Bak; Yong-ho Choi; Jong-Won Moon; Bora Whang; Ingu Park. Improving On-board Aircraft Target Detection Model: Utilizing Shape Information and Mixed Precision Quantization. Journal of The Korea Society of Computer and Information. 2024; 29(12) 13-20.
Junhyeong Bak, Yong-ho Choi, Jong-Won Moon, Bora Whang, Ingu Park. Improving On-board Aircraft Target Detection Model: Utilizing Shape Information and Mixed Precision Quantization. 2024; 29(12), 13-20.
Junhyeong Bak, Yong-ho Choi, Jong-Won Moon, Bora Whang and Ingu Park. "Improving On-board Aircraft Target Detection Model: Utilizing Shape Information and Mixed Precision Quantization" Journal of The Korea Society of Computer and Information 29, no.12 (2024) : 13-20.
