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esamoun/README.md

Eithan Samoun

Earth Observation & Geomatics, MSc student in Strasbourg. Remote sensing, deep learning and geospatial data engineering.

Looking for a 6-month internship, March to September 2027, in Earth observation or geospatial AI.

Dark vessel detection

Detecting undeclared vessels with deep learning on Sentinel-1 SAR, fused with AIS over Danish waters. 189 detections over 50 acquisitions of the northern Kattegat, 40 of them undeclared. Supervised object detection and self-supervised embeddings on radar, full-scene georeferenced inference, spatio-temporal fusion with declared positions, and a spatial analysis of where undeclared traffic concentrates.

The code · the detections on a map

Tools

Sentinel-1 SAR, Sentinel-2, LiDAR, Google Earth Engine. PyTorch, scikit-learn, object detection, self-supervised representations. Python (rasterio, geopandas), QGIS, PostGIS, R.

Reach me

LinkedIn

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  1. dark-vessel-detection dark-vessel-detection Public

    Detecting undeclared vessels with deep learning on Sentinel-1 SAR, fused with AIS over Danish waters

    Python 1