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· 분류 : 외국도서 > 법률 > 의료법
· ISBN : 9781138557246
· 쪽수 : 202쪽
· 출판일 : 2018-01-31
목차
Big data in Medical Image Processing
An Introduction on big data, Medical Image Processing, Modality of medical images, Importance of medical images, Challenges in medical images, Hadoop & Map reduce technique.
Image Pre-processing
Introduction, Importance of Speckles in medical images, Types of filter, Different methodologies, Metrics for speckle reduction.
Image Registration
Importance of medical image registration, Mono modal registration, Multi modal image registration, Intensity vs Feature based registration, Similarity measures ? correlation coefficients, Mutual information, Geometric transformation, Optimization techniques, Different approaches and its implementation, Applications of medical image registration ? case study.
Texture Feature Extraction
Introduction on Texture analysis ? Importance of dimensionality reduction- Types of feature extraction ? Haralick texture features ? feature selection- metrics
Image Classification & Retrieval
Introduction on Machine learning techniques, Supervised vs unsupervised medical image classification, Relevance feedback classifier, Binary vs multiple SVM, Neural network, Fuzzy classifier, Image Retrieval ? conclusion
