Caleb Robinson

fiona.transform.transform - different behavior based on GDAL version

2

fiona.transform.transform exhibits different behavior based on the underlying gdal library installed. ## Expected behavior and actual behavior. If I run `fiona.transform.transform("epsg:4326", "epsg:3857", [-75.71], [38.06])` I expect to get: `([-8427998.647958742], [4587905.271362515])`...

Speeding up the visualization of masks

4

`show_anns(anns)` in [automatic_mask_generator_example.ipynb](https://github.com/facebookresearch/segment-anything/blob/main/notebooks/automatic_mask_generator_example.ipynb) calls `ax.imshow` for each mask in the output which can be very slow for large images. This PR changes `show_anns` to compute a single overlayed image that...

Datamodule augmentation defaults

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### Summary Currently the datamodules divide by 255 by default. This can confuse users who would expect no augmentations by default. We should make this WARNING level clear or not...

Adding a datamodule for the PASTSIS dataset

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When we want to add a PASTIS datamodule we can start with this.

Foundation Models

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### Summary This issue is to track progress on implementing new pretrained weights from related literature into torchgeo: - [ ] Clay: [GitHub](https://github.com/Clay-foundation/model), [weights](https://huggingface.co/made-with-clay/Clay) @hfangcat - [x] CROMA: [GitHub](https://github.com/antofuller/CROMA) @nilsleh,...

TileDatasets

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- Introduces a new class of datasets called TileDatasets that are indexed by filename, xoffset, yoffset, and patch size. - Implements samplers for these - Implements a L7IrishDataModule using this...

Sentinel2 Dataset behavior

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### Description I have a Sentinel 2 scene with the following files (e.g. in `./test_scene/`): ``` T36KVU_20210513T073609_B01_60m.tif T36KVU_20210513T073609_B02_10m.tif T36KVU_20210513T073609_B03_10m.tif T36KVU_20210513T073609_B04_10m.tif T36KVU_20210513T073609_B05_20m.tif T36KVU_20210513T073609_B06_20m.tif T36KVU_20210513T073609_B07_20m.tif T36KVU_20210513T073609_B08_10m.tif T36KVU_20210513T073609_B09_60m.tif T36KVU_20210513T073609_B11_20m.tif T36KVU_20210513T073609_B12_20m.tif T36KVU_20210513T073609_B8A_20m.tif T36KVU_20210513T073609_TCI_10m.tif ```...

Update Rwanda Field Boundary dataset

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The RwandaFieldBoundary dataset plots a mask even though this is unnecessary -- change the plot function to ignore the mask key in a sample if it doesn't exist. Also, the...

Adding datamodule for a RESISC45 experiment

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This is a draft.

Zero area intersections in IntersectionDataset result in unexpected dataset lengths

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### Issue We create an IntersectionDataset like this: ``` train_image_ds = RasterDataset( 'data/processed/images/', ) train_mask_ds = RasterDataset( 'data/processed/masks/', ) train_mask_ds.is_image = False train_ds = train_image_ds & train_mask_ds ``` Here both...