Pathological Brain Detection (brain Informatics And Health)

This book provides detailed practical guidelines on how to develop an efficient pathological brain detection system, reflecting the latest advances in the computer-aided diagnosis of structural magnetic resonance brain images. Matlab codes are provided for most of the functions described. In addition, the book equips readers to easily develop the pathological brain detection system further on their own and apply the technologies to other research fields, such as Alzheimer’s detection, multiple sclerosis detection, etc. Front Matter ....Pages i-xxvi Basics of Pathological Brain Detection (Shui-Hua Wang, Yu-Dong Zhang, Zhengchao Dong, Preetha Phillips)....Pages 1-11 Neuroimaging Modalities (Shui-Hua Wang, Yu-Dong Zhang, Zhengchao Dong, Preetha Phillips)....Pages 13-28 Image Preprocessing for Pathological Brain Detection (Shui-Hua Wang, Yu-Dong Zhang, Zhengchao Dong, Preetha Phillips)....Pages 29-44 Canonical Feature Extraction Methods for Structural Magnetic Resonance Imaging (Shui-Hua Wang, Yu-Dong Zhang, Zhengchao Dong, Preetha Phillips)....Pages 45-70 Multi-scale and Multi-resolution Features for Structural Magnetic Resonance Imaging (Shui-Hua Wang, Yu-Dong Zhang, Zhengchao Dong, Preetha Phillips)....Pages 71-84 Wavelet Families and Variants (Shui-Hua Wang, Yu-Dong Zhang, Zhengchao Dong, Preetha Phillips)....Pages 85-104 Dimensionality Reduction of Brain Image Features (Shui-Hua Wang, Yu-Dong Zhang, Zhengchao Dong, Preetha Phillips)....Pages 105-118 Classification Methods for Pathological Brain Detection (Shui-Hua Wang, Yu-Dong Zhang, Zhengchao Dong, Preetha Phillips)....Pages 119-147 Weight Optimization of Classifiers for Pathological Brain Detection (Shui-Hua Wang, Yu-Dong Zhang, Zhengchao Dong, Preetha Phillips)....Pages 149-178 Comparison of Artificial Intelligence–Based Pathological Brain Detection Systems (Shui-Hua Wang, Yu-Dong Zhang, Zhengchao Dong, Preetha Phillips)....Pages 179-190 Deep Learning for Cerebral Microbleed Identification (Shui-Hua Wang, Yu-Dong Zhang, Zhengchao Dong, Preetha Phillips)....Pages 191-210 Back Matter ....Pages 211-214