Automatic stitching of panoramas for geological images of polished sections
This paper addresses the challenge of constructing panoramic images from a set of overlapping microscopic images of geological polished sections.This task is valuable both for automatic mineral detection and for the creating of advanced virtual educational collections. We present LumenStone P1, a ne...
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| Format: | Article |
| Language: | English |
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Copernicus Publications
2024-12-01
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| Series: | ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
| Online Access: | https://isprs-annals.copernicus.org/articles/X-2-W1-2024/39/2024/isprs-annals-X-2-W1-2024-39-2024.pdf |
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| _version_ | 1846119681346240512 |
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| author | G. Nikolaev D. Korshunov A. Khvostikov |
| author_facet | G. Nikolaev D. Korshunov A. Khvostikov |
| author_sort | G. Nikolaev |
| collection | DOAJ |
| description | This paper addresses the challenge of constructing panoramic images from a set of overlapping microscopic images of geological polished sections.This task is valuable both for automatic mineral detection and for the creating of advanced virtual educational collections. We present LumenStone P1, a new dataset of polished section images for panorama stitching, along with an automatic method for constructing panoramas of these images. Comparisons with existing approaches, including commercial ones, demonstrate that our method is comparable in stitching quality. The numerical value of panorama stitching quality is 0.33 by RMSE for our dataset. The results demonstrate the effectiveness of the proposed method and its practical applicability for the preparation of series of images and further computer analysis of panoramic geological images of polished sections. The LumenStone P1 dataset intended for panorama creation, as well as the source code of the proposed method, are publicly available. |
| format | Article |
| id | doaj-art-280585067a4d450fa04fef6c12bda273 |
| institution | Kabale University |
| issn | 2194-9042 2194-9050 |
| language | English |
| publishDate | 2024-12-01 |
| publisher | Copernicus Publications |
| record_format | Article |
| series | ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
| spelling | doaj-art-280585067a4d450fa04fef6c12bda2732024-12-16T22:33:09ZengCopernicus PublicationsISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences2194-90422194-90502024-12-01X-2-W1-2024394610.5194/isprs-annals-X-2-W1-2024-39-2024Automatic stitching of panoramas for geological images of polished sectionsG. Nikolaev0D. Korshunov1A. Khvostikov2Faculty of Computational Mathematics and Cybernetics, Lomonosov Moscow State University, Moscow, RussiaGeological Institute, Russian Academy of Sciences, Moscow, RussiaFaculty of Computational Mathematics and Cybernetics, Lomonosov Moscow State University, Moscow, RussiaThis paper addresses the challenge of constructing panoramic images from a set of overlapping microscopic images of geological polished sections.This task is valuable both for automatic mineral detection and for the creating of advanced virtual educational collections. We present LumenStone P1, a new dataset of polished section images for panorama stitching, along with an automatic method for constructing panoramas of these images. Comparisons with existing approaches, including commercial ones, demonstrate that our method is comparable in stitching quality. The numerical value of panorama stitching quality is 0.33 by RMSE for our dataset. The results demonstrate the effectiveness of the proposed method and its practical applicability for the preparation of series of images and further computer analysis of panoramic geological images of polished sections. The LumenStone P1 dataset intended for panorama creation, as well as the source code of the proposed method, are publicly available.https://isprs-annals.copernicus.org/articles/X-2-W1-2024/39/2024/isprs-annals-X-2-W1-2024-39-2024.pdf |
| spellingShingle | G. Nikolaev D. Korshunov A. Khvostikov Automatic stitching of panoramas for geological images of polished sections ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
| title | Automatic stitching of panoramas for geological images of polished sections |
| title_full | Automatic stitching of panoramas for geological images of polished sections |
| title_fullStr | Automatic stitching of panoramas for geological images of polished sections |
| title_full_unstemmed | Automatic stitching of panoramas for geological images of polished sections |
| title_short | Automatic stitching of panoramas for geological images of polished sections |
| title_sort | automatic stitching of panoramas for geological images of polished sections |
| url | https://isprs-annals.copernicus.org/articles/X-2-W1-2024/39/2024/isprs-annals-X-2-W1-2024-39-2024.pdf |
| work_keys_str_mv | AT gnikolaev automaticstitchingofpanoramasforgeologicalimagesofpolishedsections AT dkorshunov automaticstitchingofpanoramasforgeologicalimagesofpolishedsections AT akhvostikov automaticstitchingofpanoramasforgeologicalimagesofpolishedsections |