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E-book

Title Hybrid machine intelligence for medical image analysis / Siddhartha Bhattacharyya, Debanjan Konar, Jan Platos, Chinmoy Kar, Kalpana Sharma, editors
Published Singapore : Springer, 2020

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Description 1 online resource (xvi, 293 pages) : illustrations (some color)
Series Studies in computational intelligence, 1860-949X ; volume 841
Studies in computational intelligence ; v. 841. 1860-949X
Contents Preface -- Introduction -- Brain Tumor Segmentation from T1 Weighted MRI Images Using Rough Set Reduct and Quantum Inspired Particle Swarm Optimization -- Automated Region of Interest detection of Magnetic Resonance (MR) images by Center of Gravity (CoG) -- Brain tumors detection through low level features detection and rotation estimation -- Automatic MRI Image Segmentation for Brain tumors detection using Multilevel Sigmoid Activation (MUSIG) function -- Automatic Segmentation of pulmonary nodules in CT Images for Lung Cancer detection using self-supervised Neural Network Architecture -- A Hierarchical Fused Fuzzy Deep Neural Network for MRI Image Segmentation and Brain Tumor Classification -- Computer Aided Detection of Mammographic Lesions using Convolutional Neural Network (CNN) -- Conclusion
Summary The book discusses the impact of machine learning and computational intelligent algorithms on medical image data processing, and introduces the latest trends in machine learning technologies and computational intelligence for intelligent medical image analysis. The topics covered include automated region of interest detection of magnetic resonance images based on center of gravity; brain tumor detection through low-level features detection; automatic MRI image segmentation for brain tumor detection using the multi-level sigmoid activation function; and computer-aided detection of mammographic lesions using convolutional neural networks
Notes Includes author index
Online resource; title from PDF title page (SpringerLink, viewed August 29, 2019)
Subject Machine learning.
Computational intelligence.
Computational intelligence
Machine learning
Form Electronic book
Author Bhattacharyya, Siddhartha, 1975- editor.
Konar, Debanjan, editor
Platos, Jan, editor.
Kar, Chinmoy, editor
Sharma, Kalpana (Head of Computer Science and Engineering), editor.
ISBN 9789811389306
9811389306