Projects
01/05/2024 – 18/06/2024
Esri MOOC in GIS for Climate Action
I’ve worked on:
- Mapping optimal routes for reducing greenhouse gas emissions.
- Using machine learning to forecast the best locations for maize cultivation.
- Monitoring sea level rise and assessing elevation for building bases.
- Visualizing areas exposed to heat waves and extreme weather.
20/10/2022 – 15/05/2023
Oil Storage Detection using Satellite imagery based on YOLOv5 and SAM
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​I use the Yolov5 Algorithm to detect tanks, floating head tanks, and tank clusters. The dataset I use come from Google Earth. After detecting these objects, I then use SAM (Segment Anything Model) for conversion from object detection to instance segmentation. Additionally, I automatically label the data and save the annotations on the RoboFlow website.
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Comparing different YOLO versions in detecting planes at Dubai International airport
I have worked in a group to detect airplanes at Dubai International airport using different YOLO versions and we have discovered that YOLOv5 achieved the best accuracy.
