A Beginner's Guide to Image Preprocessing Techniques (Intelligent Signal Processing and Data Analysis)

Chaki, Jyotismita/ Dey, Nilanjan

CRC Press（2020/06発売）

• 製本 Paperback:紙装版/ペーパーバック版／ページ数 100 p.
• 言語 ENG
• 商品コード 9780367570804
• DDC分類 006.6

Full Description

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

Contents

1. Perspective of Image Preprocessing on Image Processing. 2. Pixel Brightness Transformation Techniques. 3. Geometric Transformation Techniques. 4. Filtering Techniques. 5. Segmentation Techniques. 6. Mathematical Morphology Techniques. 7. Other Applications of Image Preprocessing.