Skip to Main Content
Fundamentals and Methods of Machine and Deep Learning
book

Fundamentals and Methods of Machine and Deep Learning

by Pradeep Singh
March 2022
Intermediate to advanced content levelIntermediate to advanced
480 pages
11h 7m
English
Wiley-Scrivener
Content preview from Fundamentals and Methods of Machine and Deep Learning

15Application of Deep Learning Algorithms in Medical Image Processing: A Survey

Santhi B.*, Swetha A.M. and Ashutosh A.M.

SASTRA Deemed University, Thanjavur, Tamil Nadu, India

Abstract

Deep learning (DL) in medical image processing (MIP) and segmentation for a long time and it continues to be the most popular and not to mention a powerful technique, given its exceptional capability in image processing and classification. From fledgeling DL models like convolutional neural networks (CNNs), which is, by far, the best rudimentary yet convoluted model for image classification, to complex algorithms like transfer learning which involves model construction on top of state-of-the-art pre-trained classifiers, DL has established itself as a capable and potential technique for medical imaging processing. Prior to the development of DL models, MIP or image processing, in general, was restricted to edge-detection filters and other automated techniques. But the advent of artificial intelligence (AI) and, along with it, the instances of ML and DL algorithms changed the facet of medical imaging. With adequate dataset and proper training, DL models can be made to perfect the task of analyzing medical images and detecting tissue damage or any equivalent tissue-related abnormality with higher precision.

This paper summarizes the evolution and contribution of various DL models in MIP over the past 5 years. This study extracts the fundamental information to draw the attention of researchers, ...

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Start your free trial

You might also like

Practical Deep Learning

Practical Deep Learning

Ron Kneusel
Math for Deep Learning

Math for Deep Learning

Ronald T. Kneusel

Publisher Resources

ISBN: 9781119821250Purchase Link