Signal and Image Processing Techniques for the Development of Intelligent Healthcare Systems

✍ Scribed by E. Priya, V. Rajinikanth

• Publisher: Springer Singapore;Springer
• Year: 2021
• Tongue: English
• Leaves: 290
• Edition: 1st ed.
• Category: Library

✦ Synopsis

This book comprehensively reviews the various automated and semi-automated signal and image processing techniques, as well as deep-learning-based image analysis techniques, used in healthcare diagnostics.

It highlights a range of data pre-processing methods used in signal processing for effective data mining in remote healthcare, and discusses pre-processing using filter techniques, noise removal, and contrast-enhanced methods for improving image quality.

The book discusses the status quo of artificial intelligence in medical applications, as well as its future. Further, it offers a glimpse of feature extraction methods for reducing dimensionality and extracting discriminatory information hidden in biomedical signals. Given its scope, the book is intended for academics, researchers and practitioners interested in the latest real-world technological innovations.

✦ Table of Contents

Front Matter ....Pages i-xiv
An Integrated Design of Fuzzy C-Means and NCA-Based Multi-properties Feature Reduction for Brain Tumor Recognition (Muhammad Attique Khan, Habiba Arshad, Wasif Nisar, Muhammad Younus Javed, Muhammad Sharif)....Pages 1-28
Hybrid Image Processing-Based Examination of 2D Brain MRI Slices to Detect Brain Tumor/Stroke Section: A Study (David Lin, V. Rajinikanth, Hong Lin)....Pages 29-49
Edge-Enhancing Coherence Diffusion Filter for Level Set Segmentation and Asymmetry Analysis Using Curvelets in Breast Thermograms (S. Prabha)....Pages 51-65
Lung Cancer Diagnosis Based on Image Fusion and Prediction Using CT and PET Image (J. Dafni Rose, K. Jaspin, K. Vijayakumar)....Pages 67-86
Segmentation and Validation of Infrared Breast Images Using Weighted Level Set and Phase Congruency Edge Map Framework (J. Thamil Selvi)....Pages 87-102
Analysis of Material Profile for Polymer-Based Mechanical Microgripper for Thin Plate Holding (T. Aravind, S. Praveen Kumar, G. Dinesh Ram, D. Lingaraja)....Pages 103-117
Design and Testing of Elbow-Actuated Wearable Robotic Arm for Muscular Disorders (D. Manamalli, M. Mythily, A. Karthi Raja)....Pages 119-128
A Comprehensive Study of Image Fusion Techniques and Their Applications (R. Indhumathi, S. Nagarajan, T. Abimala)....Pages 129-160
Multilevel Mammogram Image Analysis for Identifying Outliers: Misclassification Using Machine Learning (K. Vijayakumar, C. Saravanakumar)....Pages 161-175
A Review on Automatic Detection of Retinal Lesions in Fundus Images for Diabetic Retinopathy (Koppara Revindran Remya, Nanjappa Giriprasad Mahendra)....Pages 177-202
Medical Image Watermarking: A Review on Wavelet-Based Methods (Sangeetha Nagarajan, Anita X., Vijayarajan Rajangam)....Pages 203-221
EEG Signal Extraction Analysis Techniques (M. Kayalvizhi)....Pages 223-239
Classification of sEMG Signal-Based Arm Action Using Convolutional Neural Network (C. N. Savithri, E. Priya, J. Sudharsanan)....Pages 241-259
An Automated Approach for the Identification of TB Images Enhanced by Non-uniform Illumination Correction (E. Priya)....Pages 261-283

✦ Subjects

Biomedicine; Biomedical Engineering/Biotechnology; Bioinformatics; Image Processing and Computer Vision