TerraNova

Mapping Coastal Wetland Loss with Deep Learning on Decadal Satellite Imagery

Amara Okeke,Priya Nair,Liam O'Connor

Posted August 5, 2025 · Submitted by Amara Okeke, University of Cape Town

Abstract

Accurate monitoring of coastal wetland extent is hindered by gradual, sub-pixel land-cover transitions that conventional classification methods fail to capture. We train a convolutional segmentation model to map wetland extent across four decades of medium-resolution satellite imagery. The approach resolves incremental conversion adjacent to expanding aquaculture and reveals accelerating wetland loss. We release the annotated training dataset to support reproducible, large-scale monitoring of vulnerable coastal ecosystems.

Details

Subject area
Remote Sensing
License
CC BY 4.0
Keywords
wetlands, deep learning, land cover change, coastal
Posted
August 5, 2025
Downloads
104

How to cite

Amara Okeke, Priya Nair, Liam O'Connor (2025). Mapping Coastal Wetland Loss with Deep Learning on Decadal Satellite Imagery. TerraNova preprint.

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