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YOLOv8 SAR Ship Detection leverages the YOLOv8 model to detect ships in SAR images and videos. It provides a Streamlit app for real-time detection, displaying bounding boxes around ships with or without confidence scores.
Flood risk analysis of Layyah, Dadu, and Nowshera using Sentinel-1 SAR data: 2022 flood mapping and 2014–2025 change detection for resilience planning.
A Streamlit application for flood segmentation using Sentinel-1 SAR imagery, featuring SAR preprocessing and U-Net based inference for flood extent mapping.
Detecting AIS-dark vessels in the Indian Ocean using satellite SAR imagery and deep learning. CNN + LSTM + RNN fusion system trained on real Global Fishing Watch data with implications for India's maritime domain awareness.