Imaging Spectroscopy for Scene Analysis: Advances in Computer Vision and Pattern Recognition
About the Book
Imaging Spectroscopy for Scene Analysis: Advances in Computer Vision and Pattern Recognition provides a comprehensive overview of the state-of-the-art in imaging spectroscopy data analysis, a rapidly growing and vibrant research area. This book covers a wide range of topics, including:
4 out of 5
Language | : | English |
File size | : | 10419 KB |
Text-to-Speech | : | Enabled |
Screen Reader | : | Supported |
Enhanced typesetting | : | Enabled |
Print length | : | 274 pages |
- Preprocessing and calibration of imaging spectroscopy data
- Feature extraction and dimensionality reduction
- Supervised and unsupervised classification methods
- Spatial and spectral analysis methods
- Applications in environmental monitoring, agriculture, and other fields
This book is written by leading experts in the field and provides a valuable resource for researchers and practitioners alike. It is also a valuable textbook for graduate students in computer vision, pattern recognition, and remote sensing.
Table of Contents
- Preprocessing and Calibration of Imaging Spectroscopy Data
- Feature Extraction and Dimensionality Reduction
- Supervised and Unsupervised Classification Methods
- Spatial and Spectral Analysis Methods
- Applications in Environmental Monitoring
- Applications in Agriculture
- Applications in Other Fields
Author Biographies
Dr. Xinyi Wang is a Professor in the Department of Computer Science at the University of California, Davis. He is a leading expert in the field of imaging spectroscopy data analysis. His research interests include: - Remote sensing - Machine learning - Computer vision
Dr. Bo Du is a Professor in the Department of Computer Science at the University of Illinois at Urbana-Champaign. He is a leading expert in the field of computer vision. His research interests include: - Object recognition - Image segmentation - Pattern recognition
Reviews
"Imaging Spectroscopy for Scene Analysis: Advances in Computer Vision and Pattern Recognition is a comprehensive and up-to-date overview of the state-of-the-art in imaging spectroscopy data analysis. This book is a valuable resource for researchers and practitioners alike, and is also a valuable textbook for graduate students in computer vision, pattern recognition, and remote sensing." - Dr. Jiajun Chen, Professor of Computer Science, University of California, San Diego
"This book provides a comprehensive overview of the state-of-the-art in imaging spectroscopy data analysis. The authors are leading experts in the field, and the book is written in a clear and concise style. This book is a valuable resource for researchers and practitioners alike, and is also a valuable textbook for graduate students in computer vision, pattern recognition, and remote sensing." - Dr. Xiaoliang Meng, Professor of Computer Science, Tsinghua University
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4 out of 5
Language | : | English |
File size | : | 10419 KB |
Text-to-Speech | : | Enabled |
Screen Reader | : | Supported |
Enhanced typesetting | : | Enabled |
Print length | : | 274 pages |
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4 out of 5
Language | : | English |
File size | : | 10419 KB |
Text-to-Speech | : | Enabled |
Screen Reader | : | Supported |
Enhanced typesetting | : | Enabled |
Print length | : | 274 pages |