Doodleverse/segmentation_gym
A neural gym for training deep learning models to carry out geoscientific image segmentation. Works best with labels generated using https://github.com/Doodleverse/dash_doodler
PythonMIT
Issues
- 5
layout failed: INVALID_ARGUMENT: Size of values 0 does not match size of permutation 4 @ fanin shape intf_segformer_for_semantic_segmentation/decode_head/dropout_24/dropout/SelectV2-2-TransposeNHWCToNCHW-LayoutOptimizer
#147 opened by bestplanetarian - 0
feature request: model calibration
#141 opened by dbuscombe-usgs - 14
Rewrite augmentation pipeline
#81 opened by ebgoldstein - 2
Issue with Installation
#145 opened by rtmccune - 8
ModuleNotFoundError for 'doodleverse_utils' when running seg_images_in_folder.py
#143 opened by joy91269 - 2
links to wiki pages
#140 opened by cresposito - 2
Troubleshooting tips?
#120 opened by dbuscombe-usgs - 15
Train_model script never finishes on wsl 2
#137 opened by 2320sharon - 4
Segformer prediction using `seg_images_in_folder`
#139 opened by ebgoldstein - 31
TroubleShooting WSL GPU Installation Tips
#136 opened by 2320sharon - 5
- 6
- 4
Custom Loss and Metrics for SegFormer
#128 opened by ebgoldstein - 18
npz format for gen_images_and_labels
#130 opened by mvilar22 - 8
Seg gym Module error
#131 opened by sbosse12 - 8
adaptations for "Keras v3" format (.keras)
#129 opened by dbuscombe-usgs - 4
reorganize config file inputs
#124 opened by dbuscombe-usgs - 4
- 6
Memory issue / Segmentation fault for large datasets and long training times
#117 opened by dbuscombe-usgs - 9
make_nd_datasets gives only 1 class
#126 opened by mvilar22 - 9
Inconsistent dims of the one-hot encoded labels in the CoastTrain dataset
#102 opened by FlorisCalkoen - 3
Different Architectures?
#82 opened by ebgoldstein - 18
integrate transformers library in donda env for `segformer` model option
#119 opened by dbuscombe-usgs - 1
- 29
- 4
Add config option `initial_epoch` to restore model checkpoint and position in the LR scheduler
#110 opened by dbuscombe-usgs - 5
- 9
Nan train loss with cat, hinge, and kld
#113 opened by CameronBodine - 7
- 11
Tensor shape error in train_model.py
#111 opened by jmdelvecchio - 7
- 1
- 1
remove DO_CRF option for post-processing estimated labels in `seg_images_in_folder` and install yml file
#108 opened by dbuscombe-usgs - 0
- 0
Some ReadMe Links Do Not Work
#104 opened by 2320sharon - 3
- 1
New release
#101 opened by ebgoldstein - 1
Metrics at the end of Train.py
#84 opened by ebgoldstein - 1
provide documentation on these metrics - how they should be interpreted and used
#89 opened by ebgoldstein - 1
Bug in `seg_images_in_folder` when models are ensembled but config files do not all contain same implementation parameters
#96 opened by dbuscombe-usgs - 0
Add 'jupyter' to Gym conda env
#93 opened by dbuscombe-usgs - 0
explore loss weighting
#95 opened by dbuscombe-usgs - 2
Remove the nested file structure in the test dataset and update docs if necessary
#98 opened by dbuscombe-usgs - 29
Issue with make_nd_datasets
#92 opened by sbosse12 - 4
If resized folders exist (but are empty) there is no resizing (i.e., they are not populated)
#97 opened by ebgoldstein - 1
- 1
Remove padding
#86 opened by ebgoldstein - 2
- 1
Wiki revisions
#80 opened by ebgoldstein - 11