دورية أكاديمية
Pathological Motion Detection for Robust Missing Data Treatment
العنوان: | Pathological Motion Detection for Robust Missing Data Treatment |
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المؤلفون: | David Corrigan, Naomi Harte, Anil Kokaram |
المصدر: | EURASIP Journal on Advances in Signal Processing, Vol 2008 (2008) |
بيانات النشر: | SpringerOpen, 2008. |
سنة النشر: | 2008 |
المجموعة: | LCC:Telecommunication LCC:Electronics |
مصطلحات موضوعية: | Telecommunication, TK5101-6720, Electronics, TK7800-8360 |
الوصف: | This paper presents a new missing data detection algorithm that is robust to pathological motion (PM). PM causes clean image data to be misdiagnosed as missing data, resulting in damage to the image during restoration. The proposed algorithm uses a probabilistic framework to jointly detect PM and missing data. It builds on an existing technique of using five frames for detection instead of the standard three frames. This allows the temporally impulsive intensity profile of blotches to be distinguished from the quasiperiodic profile of PM. Another diagnostic for PM is defined on the motion fields of the five-frame window. This follows the observation that PM results in motion fields which are not smooth. A ground truth comparison with standard missing data detectors shows that the proposed algorithm dramatically reduces the number of falsely detected missing data regions. It is also shown to reduce image damage during missing data treatment. |
نوع الوثيقة: | article |
وصف الملف: | electronic resource |
اللغة: | English |
تدمد: | 1687-6172 1687-6180 |
Relation: | https://doaj.org/toc/1687-6172; https://doaj.org/toc/1687-6180 |
DOI: | 10.1155/2008/542436 |
URL الوصول: | https://doaj.org/article/5e62d2f9922f4a388f2fcc0d25ea5102 |
رقم الأكسشن: | edsdoj.5e62d2f9922f4a388f2fcc0d25ea5102 |
قاعدة البيانات: | Directory of Open Access Journals |
تدمد: | 16876172 16876180 |
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DOI: | 10.1155/2008/542436 |