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Camouflaged Target Detection Based on Snapshot Multispectral Imaging
| Content Provider | MDPI |
|---|---|
| Author | Shen, Ying Li, Jie Lin, Wenfu Chen, Liqiong Huang, Feng Wang, Shu |
| Copyright Year | 2021 |
| Description | The spectral information contained in the hyperspectral images (HSI) distinguishes the intrinsic properties of a target from the background, which is widely used in remote sensing. However, the low imaging speed and high data redundancy caused by the high spectral resolution of imaging spectrometers limit their application in scenarios with the real-time requirement. In this work, we achieve the precise detection of camouflaged targets based on snapshot multispectral imaging technology and band selection methods in urban-related scenes. Specifically, the camouflaged target detection algorithm combines the constrained energy minimization (CEM) algorithm and the improved maximum between-class variance (OTSU) algorithm (t-OTSU), which is proposed to obtain the initial target detection results and adaptively segment the target region. Moreover, an object region extraction (ORE) algorithm is proposed to obtain a complete target contour that improves the target detection capability of multispectral images (MSI). The experimental results show that the proposed algorithm has the ability to detect different camouflaged targets by using only four bands. The detection accuracy is above 99%, and the false alarm rate is below 0.2%. The research achieves the effective detection of camouflaged targets and has the potential to provide a new means for real-time multispectral sensing in complex scenes. |
| Starting Page | 3949 |
| e-ISSN | 20724292 |
| DOI | 10.3390/rs13193949 |
| Journal | Remote Sensing |
| Issue Number | 19 |
| Volume Number | 13 |
| Language | English |
| Publisher | MDPI |
| Publisher Date | 2021-10-02 |
| Access Restriction | Open |
| Subject Keyword | Remote Sensing Snapshot Multispectral Imaging Camouflaged Target Detection Cem Otsu Urban Object-analysis |
| Content Type | Text |
| Resource Type | Article |