Detection of Texture Objects on Multichannel Images
A method for detecting extended texture objects on multi-channel images is proposed. The method is based on the representation of multi-digit digital images by a set of bit images and their approximation by three-dimensional Markov chains with two states. It is proposed to use transition probabiliti...
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| Format: | Article |
| Language: | English |
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FRUCT
2019-04-01
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| Series: | Proceedings of the XXth Conference of Open Innovations Association FRUCT |
| Subjects: | |
| Online Access: | https://fruct.org/publications/fruct24/files/Med.pdf
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| _version_ | 1818925597719527424 |
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| author | ElenA Medvedeva Alena Evdokimova |
| author_facet | ElenA Medvedeva Alena Evdokimova |
| author_sort | ElenA Medvedeva |
| collection | DOAJ |
| description | A method for detecting extended texture objects on multi-channel images is proposed. The method is based on the representation of multi-digit digital images by a set of bit images and their approximation by three-dimensional Markov chains with two states. It is proposed to use transition probabilities for three-dimensional Markov chains and brightness characteristics averaged within a sliding window as textural features. To reduce computational resources, determination of signs is carried out by the bit planes of the senior, most informative digits of the digital image. The detection of texture objects is based on the analysis of the histogram of the texture feature and the brightness of the pixels. The simulation results confirm the effectiveness of the proposed method. |
| first_indexed | 2024-12-20T02:43:45Z |
| format | Article |
| id | doaj.art-669ab53b186748d4bc42344b2111382e |
| institution | Directory Open Access Journal |
| issn | 2305-7254 2343-0737 |
| language | English |
| last_indexed | 2024-12-20T02:43:45Z |
| publishDate | 2019-04-01 |
| publisher | FRUCT |
| record_format | Article |
| series | Proceedings of the XXth Conference of Open Innovations Association FRUCT |
| spelling | doaj.art-669ab53b186748d4bc42344b2111382e2022-12-21T19:56:14ZengFRUCTProceedings of the XXth Conference of Open Innovations Association FRUCT2305-72542343-07372019-04-0185424249254Detection of Texture Objects on Multichannel ImagesElenA Medvedeva0Alena Evdokimova1Vyatka State University, VyatSU, Kirov, RussiaVyatka State University, VyatSU, Kirov, RussiaA method for detecting extended texture objects on multi-channel images is proposed. The method is based on the representation of multi-digit digital images by a set of bit images and their approximation by three-dimensional Markov chains with two states. It is proposed to use transition probabilities for three-dimensional Markov chains and brightness characteristics averaged within a sliding window as textural features. To reduce computational resources, determination of signs is carried out by the bit planes of the senior, most informative digits of the digital image. The detection of texture objects is based on the analysis of the histogram of the texture feature and the brightness of the pixels. The simulation results confirm the effectiveness of the proposed method.https://fruct.org/publications/fruct24/files/Med.pdf Markov multidimensional chainsDetecting texture objectsImage segmentation |
| spellingShingle | ElenA Medvedeva Alena Evdokimova Detection of Texture Objects on Multichannel Images Proceedings of the XXth Conference of Open Innovations Association FRUCT Markov multidimensional chains Detecting texture objects Image segmentation |
| title | Detection of Texture Objects on Multichannel Images |
| title_full | Detection of Texture Objects on Multichannel Images |
| title_fullStr | Detection of Texture Objects on Multichannel Images |
| title_full_unstemmed | Detection of Texture Objects on Multichannel Images |
| title_short | Detection of Texture Objects on Multichannel Images |
| title_sort | detection of texture objects on multichannel images |
| topic | Markov multidimensional chains Detecting texture objects Image segmentation |
| url | https://fruct.org/publications/fruct24/files/Med.pdf
|
| work_keys_str_mv | AT elenamedvedeva detectionoftextureobjectsonmultichannelimages AT alenaevdokimova detectionoftextureobjectsonmultichannelimages |