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A Beginner's Guide to Image Preprocessing Techniques

A Beginner's Guide to Image Preprocessing Techniques

by Nilanjan Dey and Jyotismita Chaki
Hardback
Publication Date: 14/11/2018

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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:
9781138339316
9781138339316
Category:
Image processing
Format:
Hardback
Publication Date:
14-11-2018
Publisher:
Taylor & Francis Ltd
Country of origin:
United Kingdom
Pages:
100
Dimensions (mm):
234x156mm
Weight:
0.32kg

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