- Addressed Issue #63 (#63)
- Better version dependency pinning
- Improved handling of image resolution and height/width dimensions
- Upgraded
geowombat
(#72)
- Pinned the upper version of
pytorch-lightning
and upgradedgeowombat
(#71)
- (#49)
- Improved and fixed issues in ResUNet 3+ Psi architecture, introduced in v1.6.5
- Upgraded
geowombat
version following bug fix (#48)
- Updated Python version in the
Dockerfile
(#45)
- Pinned required packages to full semantic versions (#44)
- Added
chunksize
argument forcreate-predict
(#43)
- Addressed security issue by bumping
setuptools
(#42)
- Reorganized CLI arguments (#41)
- (#40)
- New architecture design based on UNet 3+ and residual convolutions
- Modified total loss quantification with deep supervision of crop type in RNN layer
- Added
num_workers
option inDataLoader
for faster train/predict - Added .pt data compression by changing
torch.save|load
tojoblib.dump|load
- Fixed in-memory predictions (#38)
- Fixes model outputs during serial predictions (#37)
- PR #36
- Re-configures the model architecture to improve the distance transform predictions
- Improved prediction performance through pytorch-lightning batch predictions
- Improves the edge calculations during cultionet create by using geometry boundary
- Adds improved performance for mean and standard deviation calculations
- Adds experimental orientation
- Adds experimental Mask-RCNN
- Adds a Docker file for CUDA 11.6
- Added spatial k-fold cross-validation (#35)
- Re-added serial predictions over CPU or GPU (#34)
- Added default values for gain and offset
- Added YAML files to distributed package data
- Added a test dataset CLI option, additional model callbacks, and faster pre-model dimension checking (#33)
- Added user argument to specify raster compression method (#32)
- Updated geowombat version (#30)
- Add concurrent predictions over image windows (#29)
- Add argument for weight decay (#20)
- Add config argument to specify region ids as a file (#28)
- Fix band and time dimension getting with single-band images
- Increase cultionet public version