Beginner's Guide to Image Preprocessing Techniques

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Beginner's Guide to Image Preprocessing Techniques

Machine learning Computer vision Image processing

Authors: Jyotismita Chaki, Nilanjan Dey

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Collection: Intelligent Signal Processing and Data Analysis

Language: English

Published by: CRC Press

Published on: 25th October 2018

Format: LCP-protected ePub

Size: 5 Mb

ISBN: 9780429805103


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

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