Novel Image Segmentation and Registration Algorithms for the Study of Brain structure

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Author: Ahmed M

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Segmentation Algorithms

Classification−based

Region−based

Edge−based Bomans 90, Ahmed &Farag 96

Kenedy89, Cline 90

Unsupervised

Supervised

Neural Networks

Pattern Rec. Pattern Rec. Li 93, Dellepiane 92

Fuzzy c−means

ISODATA

Ahmed&Farag96 Hall 92

Neural Networks

Boolean Network

Hopfield Network Amartur 92, Cheng 96

Feed−Forward Hall 92, Cagoni 93

X. Li 96

Kohonen F. M. Lin 92, Dahwan 93, Ahmed & Farag 97

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Original Volume

CSSOFM Clustering

Feature Selection (PCA)

First Order Features Texture Measures

Multiscale Features

GA

Quality Measure

Feature Extraction

Segmented Volume

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