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A beginner's guide to image preprocessing techniques

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Author(s): Chaki, Jyotismita; Dey, Nilanjan
Series: CRC focus series; Intelligent signal processing and data analysis
Publisher: CRC Press
Year: 2019

Language: English
Pages: 100
Tags: Bildverarbeitung;Image processing -- Digital techniques.

Content: Chapter 1: Perspective of Image Preprocessing on Image Processing1.1 Introduction to Image Preprocessing1.2 Complications to resolve using Image Preprocessing1.3 Effect of Image Preprocessing on Image Recognition1.4 Summary1.5 ReferencesChapter 2: Pixel Brightness Transformation Techniques2.1 Position Dependent Brightness Correction2.2 Grayscale Transformations2.3 Summary2.4 ReferencesChapter 3: Geometric Transformation Techniques3.1 Pixel Coordinate Transformation or Spatial Transformation3.2 Brightness Interpolation3.3 Summary3.4 ReferencesChapter 4: Filtering Techniques4.1 Spatial filter4.2 Frequency Filter4.3 Summary4.4 References Chapter 5: Segmentation Techniques5.1 Thresholding5.2 Edge Based Segmentation5.3 Region-Based Segmentation5.4 Summary5.5 ReferencesChapter 6: Mathematical Morphology Techniques6.1 Binary Morphology6.2 Grayscale Morphology6.3 Summary6.4 ReferencesChapter 7: Other Applications of Image Preprocessing7.1 Preprocessing of Color Images7.2 Image preprocessing for Neural Networks and Deep learning7.3 Summary7.4 References