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Laboratory Image Classification using Fuzzy Neural Algorithm:
Details
Pathologists, daily, screen large numbers of slides containing cancerous cells manually. These are similar in shape, size or cells structure.This procedure or process then becomes arduous, difficult and can affect their judgement and decisions resulting in wrong diagnosis. Therefore development of an automated algorithmic approach, based on quantitative measurements, would be a valuable aid to the pathologist to verify abnormalities. The main aim of this book is therefore to use a neural network approach together with fuzzy arithmetic to establish a relationship between normal and cancer colon cell structures. This relationship is of high significance as it will result in an automated tool for accurate diagnosis. A novel Fast Fuzzy Neural Back-propagation Algorithm (FFNBA) for classification of colon cell images is therefore proposed. The algorithm used an optimal learning method for three layers MLP. The method automatically detects differences in biopsy images of the colorectal polyps, extracts the required image features and then classifies the cells into normal and cancer respectively.
Autorentext
Ephraim Nwoye holds a PhD in Electrical and ElectronicEngineering from the Newcastle University,United Kingdom andcurrently a professor of Biomedical Engineering at the University of Lagos, Nigeria with research interests in medical imaging, image & signal processing and biomedical instrumentation.
Weitere Informationen
- Allgemeine Informationen
- GTIN 09783659949135
- Genre Electrical Engineering
- Sprache Englisch
- Anzahl Seiten 128
- Herausgeber LAP LAMBERT Academic Publishing
- Größe H220mm x B150mm x T9mm
- Jahr 2016
- EAN 9783659949135
- Format Kartonierter Einband
- ISBN 3659949132
- Veröffentlichung 06.09.2016
- Titel Laboratory Image Classification using Fuzzy Neural Algorithm:
- Autor Ephraim Nwoye
- Untertitel Application for Colon Cancer Diagnosis
- Gewicht 209g