Name
Title | ||
|---|---|---|
Change Detection Based on Fusion Difference Image and Multi-Scale Morphological Reconstruction for SAR Images |
Abstract | ||
|---|---|---|
Synthetic aperture radar (SAR) image-change detection is widely used in various fields, such as environmental monitoring and ecological monitoring. There is too much noise and insufficient information utilization, which make the results of change detection inaccurate. Thus, we propose an SAR image-change-detection method based on multiplicative fusion difference image (DI), saliency detection (SD), multi-scale morphological reconstruction (MSMR), and fuzzy c-means (FCM) clustering. Firstly, a new fusion DI method is proposed by multiplying the ratio (R) method based on the ratio of the image before and after the change and the mean ratio (MR) method based on the ratio of the image neighborhood mean value. The new DI operator ratio-mean ratio (RMR) enlarges the characteristics of unchanged areas and changed areas. Secondly, saliency detection is used in DI, which is conducive to the subsequent sub-area processing. Thirdly, we propose an improved FCM clustering-change-detection method based on MSMR. The proposed method has high computational efficiency, and the neighborhood information obtained by morphological reconstruction is fully used. Six real SAR data sets are used in different experiments to demonstrate the effectiveness of the proposed saliency ratio-mean ratio with multi-scale morphological reconstruction fuzzy c-means (SRMR-MSMRFCM). Finally, four classical noise-sensitive methods are used to detect our DI method and demonstrate the strong denoising and detail-preserving ability. |
Year | DOI | Venue |
|---|---|---|
2022 | 10.3390/rs14153604 | REMOTE SENSING |
Keywords | DocType | Volume |
change detection, clustering, fusion difference image, morphological reconstruction, saliency detection, SAR image | Journal | 14 |
Issue | ISSN | Citations |
15 | 2072-4292 | 0 |
PageRank | References | Authors |
0.34 | 0 | 6 |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Jiayu Xuan | 1 | 0 | 0.34 |
| Zhihui Xin | 2 | 0 | 0.34 |
| Guisheng Liao | 3 | 996 | 126.36 |
| Penghui Huang | 4 | 0 | 5.07 |
| Zhixu Wang | 5 | 0 | 0.34 |
| Yu Sun | 6 | 208 | 35.82 |