SatCLE

Official Implementation of WWW2025 "Nature Makes No Leaps: Building Continuous Location Embeddings with Satellite Imagery from the Web".

Data

First download S2 dataset from https://github.com/microsoft/satclip and put it in ./data.
For downstream dataset, please refer to the dataset in our paper, download it and put it in ./data/downstream.

Environment

torch==1.13.1
pytorch-lightning==2.2.5
numpy==1.26.4

Pretrain

bash train.sh

Downstream Task

predict_*_satcle.ipynb