Handwritten documents author verification based on the Siamese network
The paper presents a method for verifying the handwriting of a certain author in a corpus of handwritten documents based on a small number of examples, and proposes an algorithm for data preprocessing.<br />The use of Siamese neural network is proposed to compare and analyze unique characteris...
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| Format: | Article |
| Language: | English |
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Copernicus Publications
2024-12-01
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| Series: | The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
| Online Access: | https://isprs-archives.copernicus.org/articles/XLVIII-2-W5-2024/73/2024/isprs-archives-XLVIII-2-W5-2024-73-2024.pdf |
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| _version_ | 1850115343068954624 |
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| author | V. Kiselev D. Kropotov N. Pronina |
| author_facet | V. Kiselev D. Kropotov N. Pronina |
| author_sort | V. Kiselev |
| collection | DOAJ |
| description | The paper presents a method for verifying the handwriting of a certain author in a corpus of handwritten documents based on a small number of examples, and proposes an algorithm for data preprocessing.<br />The use of Siamese neural network is proposed to compare and analyze unique characteristics of handwriting, writing style. This way of training allows to obtain powerful discriminative image features, embeddings, on the basis of which it is possible to make a qualitative classification of the author.<br />The proposed approach was applied to the task of verification of possible autographs of Zhukovsky among manuscripts of unknown authors. The approach was also applied to the classification task on a fully labeled IAM dataset. |
| format | Article |
| id | doaj-art-739e09043cd3411fa974c9509cf7f8cc |
| institution | OA Journals |
| issn | 1682-1750 2194-9034 |
| language | English |
| publishDate | 2024-12-01 |
| publisher | Copernicus Publications |
| record_format | Article |
| series | The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
| spelling | doaj-art-739e09043cd3411fa974c9509cf7f8cc2025-08-20T02:36:35ZengCopernicus PublicationsThe International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences1682-17502194-90342024-12-01XLVIII-2-W5-2024737810.5194/isprs-archives-XLVIII-2-W5-2024-73-2024Handwritten documents author verification based on the Siamese networkV. Kiselev0D. Kropotov1N. Pronina2TSU, 36 Lenin Avenue, Tomsk, 634050, RussiaHSE University, 11 Pokrovsky Bulvar, Moscow, 109028, RussiaM. V. Lomonosov MSU, GSP-1, 1 Leninskiye Gory, Moscow, 119991, RussiaThe paper presents a method for verifying the handwriting of a certain author in a corpus of handwritten documents based on a small number of examples, and proposes an algorithm for data preprocessing.<br />The use of Siamese neural network is proposed to compare and analyze unique characteristics of handwriting, writing style. This way of training allows to obtain powerful discriminative image features, embeddings, on the basis of which it is possible to make a qualitative classification of the author.<br />The proposed approach was applied to the task of verification of possible autographs of Zhukovsky among manuscripts of unknown authors. The approach was also applied to the classification task on a fully labeled IAM dataset.https://isprs-archives.copernicus.org/articles/XLVIII-2-W5-2024/73/2024/isprs-archives-XLVIII-2-W5-2024-73-2024.pdf |
| spellingShingle | V. Kiselev D. Kropotov N. Pronina Handwritten documents author verification based on the Siamese network The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
| title | Handwritten documents author verification based on the Siamese network |
| title_full | Handwritten documents author verification based on the Siamese network |
| title_fullStr | Handwritten documents author verification based on the Siamese network |
| title_full_unstemmed | Handwritten documents author verification based on the Siamese network |
| title_short | Handwritten documents author verification based on the Siamese network |
| title_sort | handwritten documents author verification based on the siamese network |
| url | https://isprs-archives.copernicus.org/articles/XLVIII-2-W5-2024/73/2024/isprs-archives-XLVIII-2-W5-2024-73-2024.pdf |
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