Advertisement

Hybrid Machine Intelligence for Medical Image Analysis

  • Siddhartha Bhattacharyya
  • Debanjan Konar
  • Jan Platos
  • Chinmoy Kar
  • Kalpana Sharma
Book

Part of the Studies in Computational Intelligence book series (SCI, volume 841)

Table of contents

  1. Front Matter
    Pages i-xvi
  2. Pranjit Das, Arambam Neelima
    Pages 1-19
  3. Pradnya Kulkarni, Andrew Stranieri
    Pages 21-40
  4. Shouvik Chakraborty, Sankhadeep Chatterjee, Ajanta Das, Kalyani Mali
    Pages 41-65
  5. Sanjay Agrawal, Leena Samantaray, Rutuparna Panda, Lingraj Dora
    Pages 85-117
  6. S. N. Kumar, A. Lenin Fred, H. Ajay Kumar, P. Sebastin Varghese, Salga Ann Jacob
    Pages 157-196
  7. Rohit Rastogi, D. K. Chaturvedi, Santosh Satya, Navneet Arora, Mayank Gupta, Himanshu Verma et al.
    Pages 197-236
  8. G. Nagarajan, B. S. Sathish Kumar
    Pages 237-256
  9. Biswajit Biswas, Swarup Kr Ghosh, Anupam Ghosh
    Pages 257-273
  10. Ganesh Roy, Thomas Jacob, Dinesh Bhatia, Subhasis Bhaumik
    Pages 275-291
  11. Back Matter
    Pages 293-293

About this book

Introduction

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.

Keywords

Machine Learning Pattern Recognition Intelligent Image Analysis Medical Imaging Computer Vision Computational Intelligence MRI Image Analysis Machine Intelligence Biomarkers Computed Tomography (CT) Image

Editors and affiliations

  • Siddhartha Bhattacharyya
    • 1
  • Debanjan Konar
    • 2
  • Jan Platos
    • 3
  • Chinmoy Kar
    • 4
  • Kalpana Sharma
    • 5
  1. 1.Department of Information TechnologyRCC Institute of Information TechnologyBeliaghataIndia
  2. 2.Department of Computer Science and EngineeringSikkim Manipal Institute of TechnologyGangtokIndia
  3. 3.Department of Computer ScienceVSB-Technical University of OstravaOstrava-PorubaCzech Republic
  4. 4.Department of Computer Science and EngineeringSikkim Manipal Institute of TechnologyGangtokIndia
  5. 5.Department of Computer Science and EngineeringSikkim Manipal Institute of TechnologyGangtokIndia

Bibliographic information

  • DOI https://doi.org/10.1007/978-981-13-8930-6
  • Copyright Information Springer Nature Singapore Pte Ltd. 2020
  • Publisher Name Springer, Singapore
  • eBook Packages Engineering
  • Print ISBN 978-981-13-8929-0
  • Online ISBN 978-981-13-8930-6
  • Series Print ISSN 1860-949X
  • Series Online ISSN 1860-9503
  • Buy this book on publisher's site
Industry Sectors
Automotive
Chemical Manufacturing
Electronics
IT & Software
Telecommunications
Aerospace
Oil, Gas & Geosciences
Engineering