Advanced Image and Video Processing Using MATLAB


Advanced Image and Video Processing Using MATLAB (Modeling and Optimization in Science and Technologies)
By 作者: Shengrong Gong - Chunping Liu - Yi Ji - Baojiang Zhong - Yonggang Li - Husheng Dong
ISBN-10 书号: 331977221X
ISBN-13 书号: 9783319772219
Edition 版本: 1st ed. 2019
Release Finelybook 出版日期: 2018-08-22
pages 页数: (590

This book offers a comprehensive introduction to advanced methods for image and video analysis and processing. It covers deraining, dehazing, inpainting, fusion, watermarking and stitching. It describes techniques for face and lip recognition, facial expression recognition, lip reading in videos, moving object tracking, dynamic scene classification, among others.
The book combines the latest machine learning methods with computer vision applications, covering topics such as event recognition based on deep learning, dynamic scene classification based on topic model, person re-identification based on metric learning and behavior analysis. It also offers a systematic introduction to image evaluation criteria showing how to use them in different experimental contexts.
The book offers an example-based practical guide to researchers, professionals and graduate students dealing with advanced problems in image analysis and computer vision.
The Basic Concepts
1 Introduction
2 Matlab Functions of Image and Video
3 Image and Video Segmentation
4 Feature Extraction and Representation
Advances in lmage Processing
5 Image Correction
6Image Inpainting
7 lmage Fusion
8 Image Stitching
9 lmage Watermarking
10 Visual Object Recognition
Advances in Video Processing and then Associated
Chapters
11 Visual Object Tracking
12 Dynamic Scene Classification Based on Topic
Models
13 Image Understanding-Person Re-identification
14 lmage and Video Understanding Based on Deep
Learning
Appendix Common Evaluation Criterion
Introduction
Subjective Evaluation
Classic Objective Quality Evaluation Methods
Structured Quality Evaluation Methods
Classification Evaluation Methods
Image Quality and Fusion Evaluations
References
Bibliography

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