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SSL4EO-L: update link to paper to cite (microsoft#1942)
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* SSL4EO-L: update link to paper to cite

* Update datasets too

* Ignore long line
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adamjstewart authored Mar 11, 2024
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60 changes: 30 additions & 30 deletions docs/api/landsat_pretrained_weights.csv
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@@ -1,32 +1,32 @@
Weight,Landsat,Channels,Source,Citation,License,NLCD (Acc),NLCD (mIoU),CDL (Acc),CDL (mIoU)
ResNet18_Weights.LANDSAT_TM_TOA_MOCO,4--5,5,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",67.65,51.11,68.70,52.32
ResNet18_Weights.LANDSAT_TM_TOA_SIMCLR,4--5,5,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",60.86,43.74,61.94,44.86
ResNet50_Weights.LANDSAT_TM_TOA_MOCO,4--5,5,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",68.75,53.28,69.45,53.20
ResNet50_Weights.LANDSAT_TM_TOA_SIMCLR,4--5,5,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",62.05,44.98,62.80,45.77
ViTSmall16_Weights.LANDSAT_TM_TOA_MOCO,4--5,5,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",67.17,50.57,67.60,51.07
ViTSmall16_Weights.LANDSAT_TM_TOA_SIMCLR,4--5,5,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",66.82,50.17,66.92,50.28
ResNet18_Weights.LANDSAT_ETM_TOA_MOCO,7,9,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",65.22,48.39,62.84,45.81
ResNet18_Weights.LANDSAT_ETM_TOA_SIMCLR,7,9,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",58.76,41.60,56.47,39.34
ResNet50_Weights.LANDSAT_ETM_TOA_MOCO,7,9,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",66.60,49.92,64.12,47.19
ResNet50_Weights.LANDSAT_ETM_TOA_SIMCLR,7,9,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",57.17,40.02,54.95,37.88
ViTSmall16_Weights.LANDSAT_ETM_TOA_MOCO,7,9,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",63.75,46.79,60.88,43.70
ViTSmall16_Weights.LANDSAT_ETM_TOA_SIMCLR,7,9,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",63.33,46.34,59.06,41.91
ResNet18_Weights.LANDSAT_ETM_SR_MOCO,7,6,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",64.18,47.25,67.30,50.71
ResNet18_Weights.LANDSAT_ETM_SR_SIMCLR,7,6,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",57.26,40.11,54.42,37.48
ResNet50_Weights.LANDSAT_ETM_SR_MOCO,7,6,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",64.37,47.46,62.35,45.30
ResNet50_Weights.LANDSAT_ETM_SR_SIMCLR,7,6,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",57.79,40.64,55.69,38.59
ViTSmall16_Weights.LANDSAT_ETM_SR_MOCO,7,6,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",64.09,47.21,52.37,35.48
ViTSmall16_Weights.LANDSAT_ETM_SR_SIMCLR,7,6,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",63.99,47.05,53.17,36.21
ResNet18_Weights.LANDSAT_OLI_TIRS_TOA_MOCO,8--9,11,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",67.82,51.30,65.74,48.96
ResNet18_Weights.LANDSAT_OLI_TIRS_TOA_SIMCLR,8--9,11,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",62.14,45.08,60.01,42.86
ResNet50_Weights.LANDSAT_OLI_TIRS_TOA_MOCO,8--9,11,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",69.17,52.87,67.29,50.70
ResNet50_Weights.LANDSAT_OLI_TIRS_TOA_SIMCLR,8--9,11,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",64.66,47.78,62.08,45.01
ViTSmall16_Weights.LANDSAT_OLI_TIRS_TOA_MOCO,8--9,11,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",67.11,50.49,64.62,47.73
ViTSmall16_Weights.LANDSAT_OLI_TIRS_TOA_SIMCLR,8--9,11,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",66.12,49.39,63.88,46.94
ResNet18_Weights.LANDSAT_OLI_SR_MOCO,8--9,7,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",67.01,50.39,68.05,51.57
ResNet18_Weights.LANDSAT_OLI_SR_SIMCLR,8--9,7,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",59.93,42.79,57.44,40.30
ResNet50_Weights.LANDSAT_OLI_SR_MOCO,8--9,7,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",67.44,50.88,65.96,49.21
ResNet50_Weights.LANDSAT_OLI_SR_SIMCLR,8--9,7,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",63.65,46.68,60.01,43.17
ViTSmall16_Weights.LANDSAT_OLI_SR_MOCO,8--9,7,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",66.81,50.16,64.17,47.24
ViTSmall16_Weights.LANDSAT_OLI_SR_SIMCLR,8--9,7,`link <https://github.com/microsoft/torchgeo>`__,`link <https://arxiv.org/abs/2306.09424>`__,"CC0-1.0",65.04,48.20,62.61,45.46
ResNet18_Weights.LANDSAT_TM_TOA_MOCO,4--5,5,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",67.65,51.11,68.70,52.32
ResNet18_Weights.LANDSAT_TM_TOA_SIMCLR,4--5,5,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",60.86,43.74,61.94,44.86
ResNet50_Weights.LANDSAT_TM_TOA_MOCO,4--5,5,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",68.75,53.28,69.45,53.20
ResNet50_Weights.LANDSAT_TM_TOA_SIMCLR,4--5,5,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",62.05,44.98,62.80,45.77
ViTSmall16_Weights.LANDSAT_TM_TOA_MOCO,4--5,5,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",67.17,50.57,67.60,51.07
ViTSmall16_Weights.LANDSAT_TM_TOA_SIMCLR,4--5,5,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",66.82,50.17,66.92,50.28
ResNet18_Weights.LANDSAT_ETM_TOA_MOCO,7,9,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",65.22,48.39,62.84,45.81
ResNet18_Weights.LANDSAT_ETM_TOA_SIMCLR,7,9,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",58.76,41.60,56.47,39.34
ResNet50_Weights.LANDSAT_ETM_TOA_MOCO,7,9,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",66.60,49.92,64.12,47.19
ResNet50_Weights.LANDSAT_ETM_TOA_SIMCLR,7,9,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",57.17,40.02,54.95,37.88
ViTSmall16_Weights.LANDSAT_ETM_TOA_MOCO,7,9,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",63.75,46.79,60.88,43.70
ViTSmall16_Weights.LANDSAT_ETM_TOA_SIMCLR,7,9,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",63.33,46.34,59.06,41.91
ResNet18_Weights.LANDSAT_ETM_SR_MOCO,7,6,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",64.18,47.25,67.30,50.71
ResNet18_Weights.LANDSAT_ETM_SR_SIMCLR,7,6,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",57.26,40.11,54.42,37.48
ResNet50_Weights.LANDSAT_ETM_SR_MOCO,7,6,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",64.37,47.46,62.35,45.30
ResNet50_Weights.LANDSAT_ETM_SR_SIMCLR,7,6,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",57.79,40.64,55.69,38.59
ViTSmall16_Weights.LANDSAT_ETM_SR_MOCO,7,6,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",64.09,47.21,52.37,35.48
ViTSmall16_Weights.LANDSAT_ETM_SR_SIMCLR,7,6,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",63.99,47.05,53.17,36.21
ResNet18_Weights.LANDSAT_OLI_TIRS_TOA_MOCO,8--9,11,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",67.82,51.30,65.74,48.96
ResNet18_Weights.LANDSAT_OLI_TIRS_TOA_SIMCLR,8--9,11,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",62.14,45.08,60.01,42.86
ResNet50_Weights.LANDSAT_OLI_TIRS_TOA_MOCO,8--9,11,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",69.17,52.87,67.29,50.70
ResNet50_Weights.LANDSAT_OLI_TIRS_TOA_SIMCLR,8--9,11,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",64.66,47.78,62.08,45.01
ViTSmall16_Weights.LANDSAT_OLI_TIRS_TOA_MOCO,8--9,11,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",67.11,50.49,64.62,47.73
ViTSmall16_Weights.LANDSAT_OLI_TIRS_TOA_SIMCLR,8--9,11,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",66.12,49.39,63.88,46.94
ResNet18_Weights.LANDSAT_OLI_SR_MOCO,8--9,7,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",67.01,50.39,68.05,51.57
ResNet18_Weights.LANDSAT_OLI_SR_SIMCLR,8--9,7,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",59.93,42.79,57.44,40.30
ResNet50_Weights.LANDSAT_OLI_SR_MOCO,8--9,7,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",67.44,50.88,65.96,49.21
ResNet50_Weights.LANDSAT_OLI_SR_SIMCLR,8--9,7,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",63.65,46.68,60.01,43.17
ViTSmall16_Weights.LANDSAT_OLI_SR_MOCO,8--9,7,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",66.81,50.16,64.17,47.24
ViTSmall16_Weights.LANDSAT_OLI_SR_SIMCLR,8--9,7,`link <https://github.com/microsoft/torchgeo>`__,`link <https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html>`__,"CC0-1.0",65.04,48.20,62.61,45.46
Swin_V2_B_Weights.LANDSAT_MS_SI_SATLAS,11,'link <https://github.com/allenai/satlas>`__,`link <https://arxiv.org/abs/2211.15660>`__,"ODC-BY",,,,
2 changes: 1 addition & 1 deletion torchgeo/datasets/ssl4eo.py
Original file line number Diff line number Diff line change
Expand Up @@ -88,7 +88,7 @@ class SSL4EOL(NonGeoDataset):
If you use this dataset in your research, please cite the following paper:
* https://arxiv.org/abs/2306.09424
* https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html
.. versionadded:: 0.5
""" # noqa: E501
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4 changes: 2 additions & 2 deletions torchgeo/datasets/ssl4eo_benchmark.py
Original file line number Diff line number Diff line change
Expand Up @@ -42,10 +42,10 @@ class SSL4EOLBenchmark(NonGeoDataset):
If you use this dataset in your research, please cite the following paper:
* https://arxiv.org/abs/2306.09424
* https://proceedings.neurips.cc/paper_files/paper/2023/hash/bbf7ee04e2aefec136ecf60e346c2e61-Abstract-Datasets_and_Benchmarks.html
.. versionadded:: 0.5
"""
""" # noqa: E501

url = "https://hf.co/datasets/torchgeo/ssl4eo-l-benchmark/resolve/da96ae2b04cb509710b72fce9131c2a3d5c211c2/{}.tar.gz" # noqa: E501

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