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Book

Non-Linear Spectral Unmixing of Hyperspectral Data

ISBN : 9781032450490

Author : Somdatta Chakravortty

Publisher : Crc Press

Year : 2025

Language : English

Type : Book

Description : This book is based on satellite image processing, focusing on the potential of hyperspectral image processing (HIP) research with a case study-based approach. It covers the background, objectives, and practical issues related to HIP and substantiates the needs and potentials of said technology for discrimination of pure and mixed endmembers in pixels, including unsupervised target detection algorithms for extraction of unknown spectra of pure pixels. It includes application of machine learning and deep learning models on hyperspectral data and its role in spatial big data analytics.

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