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@adamjstewart adamjstewart released this 08 Nov 04:47
· 21 commits to releases/v0.1 since this release
v0.1.0
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adamjstewart Adam J. Stewart
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TorchGeo 0.1.0 Release Notes

This is the first official release of TorchGeo! This release contains the following features:

Datasets

Added the following new benchmark datasets:

  • ADVANCE (AuDio Visual Aerial sceNe reCognition datasEt) (#133)
  • Smallholder Cashew Plantations in Benin (#28)
  • BigEarthNet (#197, #211)
  • Cars Overhead With Context (COWC) (#25, #217)
  • CV4A Kenya Crop Type Competition (#22)
  • ETCI2021 Flood Detection (#119)
  • EuroSAT (#167)
  • GID-15 (Gaofen Image Dataset) (#123)
  • LandCover.ai (Land Cover from Aerial Imagery) (#19, #48)
  • LEVIR-CD+ (LEVIR Change Detection +) (#106)
  • PatternNet (#111)
  • RESISC45 (Remote Sensing Image Scene Classification) (#126, #179)
  • Seasonal Contrast (#223)
  • SEN12MS (#26, #44)
  • So2Sat (#34, #145)
  • SpaceNet (#129, #155, #185)
  • Tropical Cyclone Wind Estimation Competition (8305aa7)
  • NWPU VHR-10 (6df3809)
  • UC Merced (#169, #208)
  • ZueriCrop (#147)

Added the following new generic datasets:

  • Canadian Building Footprints (#69)
  • Chesapeake Bay High-Resolution Land Cover Project (#18, #100, #142)
  • Cropland Data Layer (CDL) (#37)
  • Landsat (#37)
  • National Agriculture Imagery Program (NAIP) (#57, #98)
  • Sentinel (#37)

Models

Added the following new models:

  • Change Star (#157)
  • Foreground-aware Relation Network (FarSeg) (#150)
  • Fully-convolutional Network (FCN) (#54)
  • Fully Convolutional Siamese Networks for Change Detection (#108)
  • Random-convolutional feature (RCF) extractor (#176)

Samplers

Added the following new samplers:

  • Random Geo Sampler (#37)
  • Grid Geo Sampler (#37)
  • Random Batch Geo Sampler (#37)

Trainers

Added the following new trainers:

  • BYOL (#145)
  • Classification (#207)
  • Multi-label Classification (#211)
  • Regression (#215)
  • Semantic Segmentation (#224)

Transforms

Added the following new transforms:

  • Indices: NDBI, NDSI, NDVI, NDWI (#127)

Docs

Added documentation for:

Added tutorials for:

  • Getting Started (#93)
  • Transforms (#127)
  • Indices (#127)
  • PyTorch Lightning Trainers (#161)
  • Benchmarking (#93)

Contributors

This release is thanks to the following contributors:

Contributors

calebrob6, adamjstewart, and 4 other contributors
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