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robmarkcole committed Jun 4, 2024
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* [dfc2022-baseline](https://github.com/isaaccorley/dfc2022-baseline) -> baseline solution to the 2022 IEEE GRSS Data Fusion Contest (DFC2022) using TorchGeo, PyTorch Lightning, and Segmentation Models PyTorch to train a U-Net with a ResNet-18 backbone and a loss function of Focal + Dice loss to perform semantic segmentation on the DFC2022 dataset
* https://github.com/mveo/mveo-challenge

## FLAIR
Semantic segmentation and domain adaptation challenge proposed by the French National Institute of Geographical and Forest Information (IGN). Uses a dataset composed of over 70,000 aerial imagery patches with pixel-based annotations and 50,000 Sentinel-2 satellite acquisitions.
* [Challenge on codalab](https://codalab.lisn.upsaclay.fr/competitions/13447)
* [FLAIR-2 github](https://github.com/IGNF/FLAIR-2)
* [flair-2 8th place solution](https://github.com/association-rosia/flair-2)
* [IGNF HuggingFace](https://huggingface.co/IGNF)

## ISPRS
Semantic segmentation dataset. 38 patches of 6000x6000 pixels, each consisting of a true orthophoto (TOP) extracted from a larger TOP mosaic, and a DSM. Resolution 5 cm
* https://www.isprs.org/education/benchmarks/UrbanSemLab/2d-sem-label-potsdam.aspx
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* [OpenSARWake](https://github.com/libzzluo/OpenSARWake) -> A SAR ship wake rotation detection benchmark dataset.
* [TUE-CD](https://github.com/RSMagneto/MSI-Net) -> A change detection detection for building damage estimation after earthquake
* [Overhead Wind Turbine Dataset - NAIP](https://zenodo.org/records/7385227#.Y419qezMLdr)
* [RRSD300](https://github.com/chdwyb/RSHazeNet) -> Remote Sensing Image Dehazing Dataset

## Kaggle
Kaggle hosts over > 200 satellite image datasets, [search results here](https://www.kaggle.com/search?q=satellite+image+in%3Adatasets).
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