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A Beginner¿s Guide to Image Preprocessing Techniques

A Beginner¿s Guide to Image Preprocessing Techniques

by Jyotismita Chaki and Nilanjan Dey
Paperback
Publication Date: 30/06/2020

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For optimal computer vision outcomes, attention to image pre-processing is required so that one can improve image features by eliminating unwanted falsification. This book emphasizes various image pre-processing methods which are necessary for early extraction of features from the image. Effective use of image pre-processing can offer advantages and resolve complications that finally results in improved detection of local and global features. Different approaches for image enrichments and improvements are conferred in this book that will affect the feature analysis depending on how the procedures are employed.

Key Features



  • Describes the methods used to prepare images for further analysis which includes noise removal, enhancement, segmentation, local, and global feature description




  • Includes image data pre-processing for neural networks and deep learning




  • Covers geometric, pixel brightness, filtering, mathematical morphology transformation, and segmentation pre-processing techniques




  • Illustrates a combination of basic and advanced pre-processing techniques essential to computer vision pipeline




  • Details complications to resolve using image pre-processing


ISBN:
9780367570804
9780367570804
Category:
Engineering: general
Format:
Paperback
Publication Date:
30-06-2020
Language:
English
Publisher:
Taylor & Francis Group
Country of origin:
United Kingdom
Dimensions (mm):
233.38x155.57mm
Weight:
0.21kg

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