Manifold embeddings achieve comparable performance with multispectral imagery for time-series based land disturbance detection

Dense long-term time series multispectral imagery is crucial for monitoring Earth's surface and detecting disturbances in near-real-time. However, the massive storage requirements of such data pose significant challenges. Dimensionality reduction techniques have been widely applied in remote se...

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Bibliographic Details
Main Authors: Mengyao Li, Jianbo Qi, Su Ye, Qiao Wang
Format: Article
Language:English
Published: Taylor & Francis Group 2025-12-01
Series:International Journal of Digital Earth
Subjects:
Online Access:https://www.tandfonline.com/doi/10.1080/17538947.2025.2523481
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