Knowledge Commons of Institute of Automation，CAS
| Exploring Image Generation for UAV Change Detection | |
Xuan Li; Haibin Duan; Yonglin Tian; Fei-Yue Wang
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| Source Publication | IEEE/CAA Journal of Automatica Sinica
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| ISSN | 2329-9266 |
| 2022 | |
| Volume | 9Issue:6Pages:1061-1072 |
| Abstract | 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. |
| Keyword | Change detection computer graphics image translation simulated images synthetic images unmanned aerial vehicles (UAVs) |
| DOI | 10.1109/JAS.2022.105629 |
| WOS ID | WOS:000804669600013 |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.ia.ac.cn/handle/173211/47573 |
| Collection | 学术期刊_IEEE/CAA Journal of Automatica Sinica |
| Recommended Citation 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. |
| Files in This Item: | Download All | |||||
| File Name/Size | DocType | Version | Access | License | ||
| JAS-2021-1165.pdf（6339KB） | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | View Download | |
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