Microarray Image Denoising
| Autor: | Bhat, Vandana S. Nandihal, Priya Pujari, Jagadeesh |
|---|---|
| EAN: | 9786204752112 |
| Sachgruppe: | Informatik, EDV |
| Sprache: | Englisch |
| Seitenzahl: | 172 |
| Produktart: | Kartoniert / Broschiert |
| Veröffentlichungsdatum: | 12.05.2022 |
| Untertitel: | A Novel approach for Denoising of Microarray Images |
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A total of four contributory works were developed during the overall tenure of the work taken up in this thesis and was explained in four separate chapters, viz., chapter 3, 4, 5 and 6 respectively. The four proposed works presented as four detailed chapters are: Contribution 1: Microarray Image Denoising Based on Markov Random Fields in the spatial domain.Contribution 2: Adaptive MinMax Threshold Algorithm for Microarray Image based De-noising methods which is based on the Non-sub-sampled Contourlet Transforms approach.Contribution 3: An image noise type identification scheme for microarray images utilizing deep learning.Contribution 4: Determination of Noise Type in Microarray Images using Deep Learning, based on Iterative Parameters Generated in a Denoising Scheme using Markov Random Field.
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