v0.1.0
版本发布时间: 2021-11-08 12:47:47
microsoft/torchgeo最新发布版本:v0.6.1(2024-10-11 02:22:20)
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 (8305aa7c5ed0e3d6d823c7cd2d552b137969b35b)
- NWPU VHR-10 (6df38094df157aacc4a3f1e9b388b927dcd3515d)
- 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:
- Installation (#153)
- Contributing (#141)
- Glossary (f6c91f4ebcfa7363bf421592fc36a0f523b9b5a4)
- API Docs (00d619e9463ca223e29aa98e4658eb397dd74164)
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:
- @adamjstewart
- @anthonymlortiz
- @ashnair1
- @calebrob6
- @isaaccorley
- @Z-Zheng