| 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. |