Review of Noise Reduction Methods and Estimation of their Effectiveness for Medical Endoscopic Images Processing
The paper is devoted to the analysis of the efficiency of different algorithms for noise reduction on medical images in endoscopy. The algorithms of adaptive median filtering., KNN filtering., block matching filtering (Non local means and 3DBM) are analyzed. The conclusions and the recommendations f...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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FRUCT
2018-05-01
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| Series: | Proceedings of the XXth Conference of Open Innovations Association FRUCT |
| Subjects: | |
| Online Access: | https://fruct.org/publications/fruct22/files/Obu.pdf
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| _version_ | 1818410931430883328 |
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| author | Natalia Obukhova Alexandr Motyko Alexandr Pozdeev Boris Timofeev |
| author_facet | Natalia Obukhova Alexandr Motyko Alexandr Pozdeev Boris Timofeev |
| author_sort | Natalia Obukhova |
| collection | DOAJ |
| description | The paper is devoted to the analysis of the efficiency of different algorithms for noise reduction on medical images in endoscopy. The algorithms of adaptive median filtering., KNN filtering., block matching filtering (Non local means and 3DBM) are analyzed. The conclusions and the recommendations for the implementation of these algorithms in clinical decision support systems in endoscopy are given. |
| first_indexed | 2024-12-14T10:23:21Z |
| format | Article |
| id | doaj.art-ed725fdee33f4f8d9a0dee8606ab23f2 |
| institution | Directory Open Access Journal |
| issn | 2305-7254 2343-0737 |
| language | English |
| last_indexed | 2024-12-14T10:23:21Z |
| publishDate | 2018-05-01 |
| publisher | FRUCT |
| record_format | Article |
| series | Proceedings of the XXth Conference of Open Innovations Association FRUCT |
| spelling | doaj.art-ed725fdee33f4f8d9a0dee8606ab23f22022-12-21T23:06:30ZengFRUCTProceedings of the XXth Conference of Open Innovations Association FRUCT2305-72542343-07372018-05-014262220421010.23919/FRUCT.2018.8468285Review of Noise Reduction Methods and Estimation of their Effectiveness for Medical Endoscopic Images ProcessingNatalia Obukhova0Alexandr Motyko1Alexandr Pozdeev2Boris Timofeev3LETI, Saint Petersburg Electrotechnical University, Saint Petersburg, RussiaLETI, Saint Petersburg Electrotechnical University, Saint Petersburg, RussiaLETI, Saint Petersburg Electrotechnical University, Saint Petersburg, RussiaSaint Petersburg State University of Aerospace Instrumentation, Saint Petersburg, RussiaThe paper is devoted to the analysis of the efficiency of different algorithms for noise reduction on medical images in endoscopy. The algorithms of adaptive median filtering., KNN filtering., block matching filtering (Non local means and 3DBM) are analyzed. The conclusions and the recommendations for the implementation of these algorithms in clinical decision support systems in endoscopy are given.https://fruct.org/publications/fruct22/files/Obu.pdf medical image processingnoise reduction algorithmsadaptive mediannon local meanBM3D |
| spellingShingle | Natalia Obukhova Alexandr Motyko Alexandr Pozdeev Boris Timofeev Review of Noise Reduction Methods and Estimation of their Effectiveness for Medical Endoscopic Images Processing Proceedings of the XXth Conference of Open Innovations Association FRUCT medical image processing noise reduction algorithms adaptive median non local mean BM3D |
| title | Review of Noise Reduction Methods and Estimation of their Effectiveness for Medical Endoscopic Images Processing |
| title_full | Review of Noise Reduction Methods and Estimation of their Effectiveness for Medical Endoscopic Images Processing |
| title_fullStr | Review of Noise Reduction Methods and Estimation of their Effectiveness for Medical Endoscopic Images Processing |
| title_full_unstemmed | Review of Noise Reduction Methods and Estimation of their Effectiveness for Medical Endoscopic Images Processing |
| title_short | Review of Noise Reduction Methods and Estimation of their Effectiveness for Medical Endoscopic Images Processing |
| title_sort | review of noise reduction methods and estimation of their effectiveness for medical endoscopic images processing |
| topic | medical image processing noise reduction algorithms adaptive median non local mean BM3D |
| url | https://fruct.org/publications/fruct22/files/Obu.pdf
|
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