Research
Satellite Property Valuation
Predicting house prices from listing data plus satellite images of the neighbourhood.
- When
- Dec 2025 – Jan 2026
- Crew
- Solo
- Domain
- AI
- Stack
- PyTorch · ResNet18 · XGBoost · Grad-CAM
SV-11 · TelemetrySim
Mission report
ResNet18 embeddings of map tiles are combined with tabular features in a stacked ensemble. R² went from 0.8975 (XGBoost alone) to 0.9101, and RMSE dropped 4.4%. Grad-CAM shows which parts of each image the model looked at.