NSCT-based fusion method for forward-looking sonar image mosaic
To generate a seamless mosaic of a forward-looking sonar (FLS) video sequence, this study proposes a novel fusion method for FLS image mosaic, which includes two main steps from coarse to fine. In the coarse fusion step, the source images are first decomposed into multi-scale sub-bands using the non...
| Main Authors: | , , , , |
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| Format: | Journal Article |
| Published: |
The Institution of Engineering and Technology
2017
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| Online Access: | http://hdl.handle.net/20.500.11937/69518 |
| _version_ | 1848762062790983680 |
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| author | Zhang, J. Sohel, F. Bennamoun, M. Bian, H. An, Senjian |
| author_facet | Zhang, J. Sohel, F. Bennamoun, M. Bian, H. An, Senjian |
| author_sort | Zhang, J. |
| building | Curtin Institutional Repository |
| collection | Online Access |
| description | To generate a seamless mosaic of a forward-looking sonar (FLS) video sequence, this study proposes a novel fusion method for FLS image mosaic, which includes two main steps from coarse to fine. In the coarse fusion step, the source images are first decomposed into multi-scale sub-bands using the non-subsampled contourlet transform (NSCT), then the sub-bands of the source images are merged, based on the Gabor energy and the local contrast for low and high frequency sub-bands, respectively, to generate the fused sub-bands which are used to produce the fused image by inverse NSCT. In the fine fusion step, a decision map is used to choose the pixels of the fine fused image from the coarsely fused image or one of the source images. This decision map is first constructed by measuring the similarity of the coarsely fused image to the source images, and then processed by a morphological post-processing technique to ensure its continuity and smoothness. Extensive experiments on FLS image fusion and mosaic have been conducted to demonstrate the effectiveness and the superiority of the proposed technique using both a subjective evaluation and objective metrics. |
| first_indexed | 2025-11-14T10:41:36Z |
| format | Journal Article |
| id | curtin-20.500.11937-69518 |
| institution | Curtin University Malaysia |
| institution_category | Local University |
| last_indexed | 2025-11-14T10:41:36Z |
| publishDate | 2017 |
| publisher | The Institution of Engineering and Technology |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | curtin-20.500.11937-695182019-01-24T02:50:18Z NSCT-based fusion method for forward-looking sonar image mosaic Zhang, J. Sohel, F. Bennamoun, M. Bian, H. An, Senjian To generate a seamless mosaic of a forward-looking sonar (FLS) video sequence, this study proposes a novel fusion method for FLS image mosaic, which includes two main steps from coarse to fine. In the coarse fusion step, the source images are first decomposed into multi-scale sub-bands using the non-subsampled contourlet transform (NSCT), then the sub-bands of the source images are merged, based on the Gabor energy and the local contrast for low and high frequency sub-bands, respectively, to generate the fused sub-bands which are used to produce the fused image by inverse NSCT. In the fine fusion step, a decision map is used to choose the pixels of the fine fused image from the coarsely fused image or one of the source images. This decision map is first constructed by measuring the similarity of the coarsely fused image to the source images, and then processed by a morphological post-processing technique to ensure its continuity and smoothness. Extensive experiments on FLS image fusion and mosaic have been conducted to demonstrate the effectiveness and the superiority of the proposed technique using both a subjective evaluation and objective metrics. 2017 Journal Article http://hdl.handle.net/20.500.11937/69518 10.1049/iet-rsn.2017.0053 The Institution of Engineering and Technology restricted |
| spellingShingle | Zhang, J. Sohel, F. Bennamoun, M. Bian, H. An, Senjian NSCT-based fusion method for forward-looking sonar image mosaic |
| title | NSCT-based fusion method for forward-looking sonar image mosaic |
| title_full | NSCT-based fusion method for forward-looking sonar image mosaic |
| title_fullStr | NSCT-based fusion method for forward-looking sonar image mosaic |
| title_full_unstemmed | NSCT-based fusion method for forward-looking sonar image mosaic |
| title_short | NSCT-based fusion method for forward-looking sonar image mosaic |
| title_sort | nsct-based fusion method for forward-looking sonar image mosaic |
| url | http://hdl.handle.net/20.500.11937/69518 |