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Title: GitHub - RolnickLab/FoMo-Bench

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Open Graph Description: Contribute to RolnickLab/FoMo-Bench development by creating an account on GitHub.

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FoMo: Multi-Modal, Multi-Scale and Multi-Task Remote Sensing Foundation Models for Forest Monitoringhttps://arxiv.org/abs/2312.10114
https://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#this-repository-contains-the-code-used-in-fomo-multi-modal-multi-scale-and-multi-task-remote-sensing-foundation-models-for-forest-monitoring-wip
https://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#table-of-contents
Setup Projecthttps://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#setup-project
Repository Structurehttps://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#repository-structure
Downloading the datahttps://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#downloading-datasets
TalloShttps://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#tallos
Running Experimentshttps://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#experiments
Supported Modelshttps://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#supported-models
Adding new modelshttps://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#adding-new-models
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Add new datasetshttps://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#adding-new-datasets
Webdataset setuphttps://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#webdataset-setup
Supported datasetshttps://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#datasets-in-the-benchmark
Loading pretrained FoMo-Nethttps://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#loading-pretrained-fomo-net
Prtrained supervised baselineshttps://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#pretrained-supervised-baselines
https://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#setup-project
black formatterhttps://black.readthedocs.io/en/stable/
https://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#repository-structure
https://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#downloading-datasets
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https://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#experiments
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https://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#webdataset-setup
https://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#supported-models
timmhttps://github.com/huggingface/pytorch-image-models
ResNet Paperhttps://arxiv.org/abs/1512.03385
ViT Paperhttps://arxiv.org/abs/2010.11929
ConvNext Paperhttps://arxiv.org/abs/2201.03545
UNet Paperhttps://arxiv.org/abs/1505.04597
UNet++ Paperhttps://arxiv.org/abs/1807.10165
DeepLabv3plus Paperhttps://arxiv.org/abs/1802.02611
UperNet Paperhttps://arxiv.org/abs/1807.10221
Faster R-CNN paperhttps://proceedings.neurips.cc/paper_files/paper/2015/file/14bfa6bb14875e45bba028a21ed38046-Paper.pdf
RetinaNet paperhttps://openaccess.thecvf.com/content_iccv_2017/html/Lin_Focal_Loss_for_ICCV_2017_paper.html
YOLOS paperhttps://proceedings.neurips.cc/paper/2021/hash/dc912a253d1e9ba40e2c597ed2376640-Abstract.html
https://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#adding-new-models
https://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#adding-new-tasks
https://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#train-fomo-net
https://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#adding-data-augmentations
Albumentationshttps://albumentations.ai/docs/
https://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#adding-new-datasets
https://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#datasets-in-the-benchmark
Cactushttps://www.sciencedirect.com/science/article/abs/pii/S1574954119300895
FLAIRhttps://arxiv.org/pdf/2211.12979.pdf
FLAIR2https://arxiv.org/pdf/2305.14467.pdf
TreeSatAIhttps://essd.copernicus.org/articles/15/681/2023/
Woodyhttps://www.sciencedirect.com/science/article/abs/pii/S0034425719301166
ReforesTreehttps://ojs.aaai.org/index.php/AAAI/article/view/21471
ForestNethttps://stanfordmlgroup.github.io/projects/forestnet/
NeonTreehttps://zenodo.org/record/5914554#.YfRhcPXMKHE
Spekboomhttps://zenodo.org/record/7564954
Waitituhttps://zenodo.org/record/7648984#.Y_gBqLTMKBQ
BigEarthNet-MMhttps://arxiv.org/pdf/2105.07921.pdf
Sen12MShttps://arxiv.org/pdf/1906.07789.pdf
RapidAI4EOhttps://rapidai4eo.source.coop/
TalloShttps://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench/blob/main
https://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#loading-pretrained-fomo-net
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https://patch-diff.githubusercontent.com/RolnickLab/FoMo-Bench#pretrained-supervised-baselines
ConvNeXthttps://www.dropbox.com/scl/fi/awflxfi5kwv803fu28se4/convnext_tallos.pt?rlkey=euyjn43b870hca75lgisztbus&st=nnggodxa&dl=0
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