Journal of Computer Applications ›› 2023, Vol. 43 ›› Issue (6): 1938-1942.DOI: 10.11772/j.issn.1001-9081.2022050762
Special Issue: 多媒体计算与计算机仿真
• Multimedia computing and computer simulation • Previous Articles Next Articles
Received:
2022-05-31
Revised:
2022-07-13
Accepted:
2022-07-18
Online:
2022-08-03
Published:
2023-06-10
Contact:
Bo PENG
About author:
TANG Xin, born in 2000, M. S. candidate. His research interests include target tracking, target recognition.Supported by:
通讯作者:
彭博
作者简介:
唐鑫(2000—),男,重庆人,硕士研究生,主要研究方向:目标跟踪、目标识别基金资助:
CLC Number:
Xin TANG, Bo PENG, Fei TENG. Infrared small target tracking method based on state information[J]. Journal of Computer Applications, 2023, 43(6): 1938-1942.
唐鑫, 彭博, 滕飞. 基于状态信息的红外小目标跟踪方法[J]. 《计算机应用》唯一官方网站, 2023, 43(6): 1938-1942.
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URL: https://www.joca.cn/EN/10.11772/j.issn.1001-9081.2022050762
方法 | R | P | F1 |
---|---|---|---|
YOLOv3 | 86.2 | 88.4 | 87.3 |
ISTDet | 92.2 | 93.0 | 92.6 |
SSD-ST-1+APF | 89.8 | 95.1 | 92.4 |
SSD-ST-2+APF | 90.1 | 95.0 | 92.5 |
KeepTrack | 92.5 | 93.6 | 93.0 |
本文方法 | 96.2 | 97.3 | 96.7 |
Tab. 1 Evaluation results of different methods
方法 | R | P | F1 |
---|---|---|---|
YOLOv3 | 86.2 | 88.4 | 87.3 |
ISTDet | 92.2 | 93.0 | 92.6 |
SSD-ST-1+APF | 89.8 | 95.1 | 92.4 |
SSD-ST-2+APF | 90.1 | 95.0 | 92.5 |
KeepTrack | 92.5 | 93.6 | 93.0 |
本文方法 | 96.2 | 97.3 | 96.7 |
基本 | 上一帧信息 | 传播模块 | 屏蔽层 | R | P | F1 |
---|---|---|---|---|---|---|
√ | √ | √ | 93.2 | 94.8 | 94.0 | |
√ | √ | √ | 85.6 | 89.4 | 87.4 | |
√ | √ | √ | 92.4 | 97.2 | 94.7 | |
√ | √ | √ | √ | 96.1 | 97.3 | 96.7 |
Tab. 2 Ablation experiment results
基本 | 上一帧信息 | 传播模块 | 屏蔽层 | R | P | F1 |
---|---|---|---|---|---|---|
√ | √ | √ | 93.2 | 94.8 | 94.0 | |
√ | √ | √ | 85.6 | 89.4 | 87.4 | |
√ | √ | √ | 92.4 | 97.2 | 94.7 | |
√ | √ | √ | √ | 96.1 | 97.3 | 96.7 |
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