![Multi-Sensor and Multi-Temporal Remote Sensing : Specific Single Class Mapping, Hardback Book Multi-Sensor and Multi-Temporal Remote Sensing : Specific Single Class Mapping, Hardback Book](http://speedyhen.dmmserver.com/media/640/97810324/9781032428321.jpg)
Multi-Sensor and Multi-Temporal Remote Sensing : Specific Single Class Mapping Hardback
by Anil (Indian Institute of Remote Sensing, INDIA) Kumar, Priyadarshi (Uttarakhand Space Application Centre, India) Upadhyay, Uttara (University of Allahabad, India) Singh
Hardback
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Description
This book elaborates fuzzy machine and deep learning models for single class mapping from multi-sensor, multi-temporal remote sensing images while handling mixed pixels and noise.
It also covers the ways of pre-processing and spectral dimensionality reduction of temporal data.
Further, it discusses the ‘individual sample as mean’ training approach to handle heterogeneity within a class.
The appendix section of the book includes case studies such as mapping crop type, forest species, and stubble burnt paddy fields. Key features:Focuses on use of multi-sensor, multi-temporal data while handling spectral overlap between classesDiscusses range of fuzzy/deep learning models capable to extract specific single class and separates noiseDescribes pre-processing while using spectral, textural, CBSI indices, and back scatter coefficient/Radar Vegetation Index (RVI) Discusses the role of training data to handle the heterogeneity within a classSupports multi-sensor and multi-temporal data processing through in-house SMIC softwareIncludes case studies and practical applications for single class mappingThis book is intended for graduate/postgraduate students, research scholars, and professionals working in environmental, geography, computer sciences, remote sensing, geoinformatics, forestry, agriculture, post-disaster, urban transition studies, and other related areas.
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Out of StockMore expected soonContact us for further information
- Format:Hardback
- Pages:148 pages, 19 Tables, black and white; 22 Line drawings, black and white; 48 Halftones, black and wh
- Publisher:Taylor & Francis Ltd
- Publication Date:17/04/2023
- Category:
- ISBN:9781032428321
Information
-
Out of StockMore expected soonContact us for further information
- Format:Hardback
- Pages:148 pages, 19 Tables, black and white; 22 Line drawings, black and white; 48 Halftones, black and wh
- Publisher:Taylor & Francis Ltd
- Publication Date:17/04/2023
- Category:
- ISBN:9781032428321