Datamodule & Model for Clay v1 #253
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srmsoumya
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May 24, 2024
srmsoumya
commented
- Add support batch loading of data from different sensors
- Dynamic Embeddings to patchify chips from different sensors
- Add teacher model to better align the model embeddings
- Add support to feed GSD & time/latlon encodings
- Add starter code for clay v1 model - Add `model_clay_v1.py` that handles images of different size & spectral bands - Add `metadata.yaml` that contains meta information of satellite data, like wavelengths & gsd - Add cls tokens to ClayMAE
- Use lightning config file - Dynamic Embedding for model - Use DINO as a teacher to learn model embeddings - Support multi-platform model training using custom samplers & data cubes
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