Advanced Image and Video Processing Using MATLAB

✍ Scribed by Shengrong Gong, Chunping Liu, Yi Ji, Baojiang Zhong, Yonggang Li, Husheng Dong

• Publisher: Springer International Publishing
• Year: 2019
• Tongue: English
• Leaves: 596
• Series: Modeling and Optimization in Science and Technologies 12
• Edition: 1st ed.
• Category: Library

✦ Synopsis

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.

✦ Table of Contents

Front Matter ....Pages i-xviii
Front Matter ....Pages 1-1
Introduction (Shengrong Gong, Chunping Liu, Yi Ji, Baojiang Zhong, Yonggang Li, Husheng Dong)....Pages 3-25
Matlab Functions of Image and Video (Shengrong Gong, Chunping Liu, Yi Ji, Baojiang Zhong, Yonggang Li, Husheng Dong)....Pages 27-63
Image and Video Segmentation (Shengrong Gong, Chunping Liu, Yi Ji, Baojiang Zhong, Yonggang Li, Husheng Dong)....Pages 65-111
Feature Extraction and Representation (Shengrong Gong, Chunping Liu, Yi Ji, Baojiang Zhong, Yonggang Li, Husheng Dong)....Pages 113-158
Front Matter ....Pages 159-159
Image Correction (Shengrong Gong, Chunping Liu, Yi Ji, Baojiang Zhong, Yonggang Li, Husheng Dong)....Pages 161-207
Image Inpainting (Shengrong Gong, Chunping Liu, Yi Ji, Baojiang Zhong, Yonggang Li, Husheng Dong)....Pages 209-232
Image Fusion (Shengrong Gong, Chunping Liu, Yi Ji, Baojiang Zhong, Yonggang Li, Husheng Dong)....Pages 233-269
Image Stitching (Shengrong Gong, Chunping Liu, Yi Ji, Baojiang Zhong, Yonggang Li, Husheng Dong)....Pages 271-327
Image Watermarking (Shengrong Gong, Chunping Liu, Yi Ji, Baojiang Zhong, Yonggang Li, Husheng Dong)....Pages 329-349
Visual Object Recognition (Shengrong Gong, Chunping Liu, Yi Ji, Baojiang Zhong, Yonggang Li, Husheng Dong)....Pages 351-387
Front Matter ....Pages 389-389
Visual Object Tracking (Shengrong Gong, Chunping Liu, Yi Ji, Baojiang Zhong, Yonggang Li, Husheng Dong)....Pages 391-428
Dynamic Scene Classification Based on Topic Models (Shengrong Gong, Chunping Liu, Yi Ji, Baojiang Zhong, Yonggang Li, Husheng Dong)....Pages 429-474
Image Understanding-Person Re-identification (Shengrong Gong, Chunping Liu, Yi Ji, Baojiang Zhong, Yonggang Li, Husheng Dong)....Pages 475-512
Image and Video Understanding Based on Deep Learning (Shengrong Gong, Chunping Liu, Yi Ji, Baojiang Zhong, Yonggang Li, Husheng Dong)....Pages 513-553
Back Matter ....Pages 555-590

✦ Subjects

Engineering; Signal, Image and Speech Processing; Computer Imaging, Vision, Pattern Recognition and Graphics; Computational Science and Engineering