license: apache-2.0 | |
# Video Location Estimator | |
## Overview | |
This project uses the SatCLIP model to estimate the geographic location of a video based on its visual content. It works by extracting frames from the video, processing each frame through the SatCLIP model, and averaging the estimated locations to produce a final location estimate. | |
## Prerequisites | |
- Python 3.7+ | |
- FFmpeg | |
- PyTorch | |
- rasterio | |
- scikit-learn | |
- numpy | |
- matplotlib | |
You also need to have the SatCLIP model and its associated data (control embeddings, locations) set up. |