Exploring Image Generation for UAV Change Detection

doi:10.1109/JAS.2022.105629

CASIA OpenIR > 学术期刊 > IEEE/CAA Journal of Automatica Sinica

	Exploring Image Generation for UAV Change Detection
	Xuan Li; Haibin Duan; Yonglin Tian; Fei-Yue Wang
发表期刊	IEEE/CAA Journal of Automatica Sinica
ISSN	2329-9266
	2022
卷号	9 期号:6 页码:1061-1072
摘要	Change detection (CD) is becoming indispensable for unmanned aerial vehicles (UAVs), especially in the domain of water landing, rescue and search. However, even the most advanced models require large amounts of data for model training and testing. Therefore, sufficient labeled images with different imaging conditions are needed. Inspired by computer graphics, we present a cloning method to simulate inland-water scene and collect an auto-labeled simulated dataset. The simulated dataset consists of six challenges to test the effects of dynamic background, weather, and noise on change detection models. Then, we propose an image translation framework that translates simulated images to synthetic images. This framework uses shared parameters (encoder and generator) and 22 × 22 receptive fields (discriminator) to generate realistic synthetic images as model training sets. The experimental results indicate that: 1) different imaging challenges affect the performance of change detection models; 2) compared with simulated images, synthetic images can effectively improve the accuracy of supervised models.
关键词	Change detection computer graphics image translation simulated images synthetic images unmanned aerial vehicles (UAVs)
DOI	10.1109/JAS.2022.105629
WOS记录号	WOS:000804669600013
引用统计	被引频次：11[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/47573
专题	学术期刊_IEEE/CAA Journal of Automatica Sinica
推荐引用方式 GB/T 7714	Xuan Li,Haibin Duan,Yonglin Tian,et al. Exploring Image Generation for UAV Change Detection[J]. IEEE/CAA Journal of Automatica Sinica,2022,9(6):1061-1072.
APA	Xuan Li,Haibin Duan,Yonglin Tian,&Fei-Yue Wang.(2022).Exploring Image Generation for UAV Change Detection.IEEE/CAA Journal of Automatica Sinica,9(6),1061-1072.
MLA	Xuan Li,et al."Exploring Image Generation for UAV Change Detection".IEEE/CAA Journal of Automatica Sinica 9.6(2022):1061-1072.

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