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ocf-internalAn issue to be addressed internally by Open Climate Fix and not suitable for external contributorsAn issue to be addressed internally by Open Climate Fix and not suitable for external contributors
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Relating directly to ML Ideas 12:
Goal to enhance robustness and generalisation of PVNet. To implement a set of specific image augmentation techniques, applied purely to the training data as a fundamental extra process stage.
Augmentation types to be considered such as small, random rotations - affine transformations. Additive Gaussian noise also certainly. Minimised rotations / stretching etc for NWP data.
Initial proposal to use the Albumentations library. Augmentations applied within the getitem method of the Dataset classes that handle satellite and NWP data - logic situated in the utils file itself.
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ocf-internalAn issue to be addressed internally by Open Climate Fix and not suitable for external contributorsAn issue to be addressed internally by Open Climate Fix and not suitable for external contributors