Amshaker / unetr_plus_plus

[IEEE TMI-2024] UNETR++: Delving into Efficient and Accurate 3D Medical Image Segmentation
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Following your instruction #5

Closed BenoitKAO closed 1 year ago

BenoitKAO commented 1 year ago

Thank you very much for your marvelous work!

However, I followed your instructions in "Installation", ... "Evaluation" ... bash run_training_acdc.sh

I received these error messages.


debug: mirroring True mirror_axes (0, 1, 2) step_size: 0.5 do mirror: True data shape: (1, 16, 263, 187) patch size: [ 16 160 160] steps (x, y, and z): [[0], [0, 52, 103], [0, 27]] number of tiles: 6 using precomputed Gaussian prediction done force_separate_z: None interpolation order: 1 separate z: True lowres axis [0] separate z, order in z is 0 order inplane is 1 2022-12-22 17:27:36.092914: finished prediction 2022-12-22 17:27:36.093320: evaluation of raw predictions multiprocessing.pool.RemoteTraceback: """ Traceback (most recent call last): File "/miniconda3/envs/unetr_pp/lib/python3.8/multiprocessing/pool.py", line 125, in worker result = (True, func(*args, *kwds)) File "/miniconda3/envs/unetr_pp/lib/python3.8/multiprocessing/pool.py", line 48, in mapstar return list(map(args)) File "/unetr_plus_plus/unetr_pp/evaluation/evaluator.py", line 310, in run_evaluation evaluator.set_reference(ref) File "/unetr_plus_plus/unetr_pp/evaluation/evaluator.py", line 291, in set_reference self.reference_nifti = sitk.ReadImage(reference) File "/miniconda3/envs/unetr_pp/lib/python3.8/site-packages/SimpleITK/extra.py", line 357, in ReadImage return reader.Execute() File "/miniconda3/envs/unetr_pp/lib/python3.8/site-packages/SimpleITK/SimpleITK.py", line 8438, in Execute return _SimpleITK.ImageFileReader_Execute(self) RuntimeError: Exception thrown in SimpleITK ImageFileReader_Execute: /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx:1994: ITK ERROR: ITK only supports orthonormal direction cosines. No orthonormal definition found! """

The above exception was the direct cause of the following exception:

Traceback (most recent call last): File "unetr_pp/run/run_training.py", line 171, in main() File "unetr_pp/run/run_training.py", line 165, in main trainer.validate(save_softmax=args.npz, validation_folder_name=val_folder, File "/unetr_plus_plus/unetr_pp/training/network_training/unetr_pp_trainer_acdc.py", line 224, in validate ret = super().validate(do_mirroring=do_mirroring, use_sliding_window=use_sliding_window, step_size=step_size, File "/unetr_plus_plus/unetr_pp/training/network_training/Traineracdc.py", line 644, in validate = aggregate_scores(pred_gt_tuples, labels=list(range(self.num_classes)), File "/unetr_plus_plus/unetr_pp/evaluation/evaluator.py", line 360, in aggregate_scores all_res = p.map(run_evaluation, zip(test, ref, [evaluator]len(ref), [metric_kwargs]len(ref))) File "/miniconda3/envs/unetr_pp/lib/python3.8/multiprocessing/pool.py", line 364, in map return self._map_async(func, iterable, mapstar, chunksize).get() File "/miniconda3/envs/unetr_pp/lib/python3.8/multiprocessing/pool.py", line 771, in get raise self._value RuntimeError: Exception thrown in SimpleITK ImageFileReader_Execute: /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx:1994: ITK ERROR: ITK only supports orthonormal direction cosines. No orthonormal definition found!


It could be the issue of the package version in "requirements.txt." simpleitk==2.2.0

Please help in solving these errors.

I would appreciate any help.

PS. "bash run_training_synapse.sh" is still running. Until now, I have not seen the error message in "bash run_training_synapse.sh"

BenoitKAO commented 1 year ago

"run_evaluation_synapse.sh" takes time to finish the running, but it works fine.

BenoitKAO commented 1 year ago

After I re-installed SimpleITK with the latest version, 2.2.1, scripts in "Evaluation" worked.

However, I got WARNING messages at running "bash run_training_acdc.sh":


2022-12-22 19:59:04.785033: evaluation of raw predictions WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient093_frame14.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient093_frame14.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient091_frame09.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient091_frame09.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient089_frame10.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient089_frame10.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient091_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient090_frame04.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient091_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient090_frame04.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient090_frame11.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient090_frame11.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient089_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient093_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient089_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient093_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient094_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient094_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient094_frame07.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient094_frame07.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient096_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient096_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient096_frame08.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient096_frame08.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient097_frame11.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient097_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient097_frame11.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient097_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient098_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient098_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient098_frame09.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient098_frame09.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient099_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient099_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient099_frame09.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient099_frame09.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient100_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient100_frame13.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient100_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient100_frame13.nii.gz has unexpected scales in sform

2022-12-22 19:59:05.383285: determining postprocessing WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient090_frame11.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient090_frame11.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient091_frame09.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient091_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient091_frame09.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient091_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient093_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient089_frame10.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient093_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient089_frame10.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient093_frame14.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient089_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient090_frame04.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient093_frame14.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient089_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient090_frame04.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient094_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient094_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient094_frame07.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient094_frame07.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient096_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient096_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient096_frame08.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient096_frame08.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient097_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient097_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient097_frame11.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient097_frame11.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient098_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient098_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient098_frame09.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient099_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient098_frame09.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient099_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient099_frame09.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient099_frame09.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient100_frame13.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient100_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient100_frame13.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient100_frame01.nii.gz has unexpected scales in sform

Foreground vs background before: 0.909058593144068 after: 0.909058593144068 WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient090_frame11.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient091_frame09.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient090_frame11.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient091_frame09.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient091_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient093_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient091_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient093_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient089_frame10.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient093_frame14.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient089_frame10.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient093_frame14.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient089_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient089_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient090_frame04.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient090_frame04.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient094_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient094_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient094_frame07.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient094_frame07.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient096_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient096_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient096_frame08.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient096_frame08.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient097_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient097_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient097_frame11.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient097_frame11.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient098_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient098_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient098_frame09.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient098_frame09.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient099_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient099_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient099_frame09.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient099_frame09.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient100_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient100_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient100_frame13.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient100_frame13.nii.gz has unexpected scales in sform

1 before: 0.9156164993887728 after: 0.9156410867839215 Removing all but the largest region for class 1 improved results! min_valid_object_sizes None 2 before: 0.8669197415829772 after: 0.8665620655784311 3 before: 0.9446395384604539 after: 0.9446532297723589 Removing all but the largest region for class 3 improved results! min_valid_object_sizes None done for which classes: [1, 3] min_object_sizes None WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient090_frame04.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient090_frame04.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient093_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient093_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient090_frame11.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient091_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient093_frame14.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient091_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient090_frame11.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient093_frame14.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient089_frame10.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient089_frame10.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient091_frame09.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient091_frame09.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient089_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient089_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient094_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient094_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient094_frame07.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient094_frame07.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient096_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient096_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient096_frame08.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient096_frame08.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient097_frame11.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient097_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient097_frame11.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient097_frame01.nii.gz has unexpected scales in sform WARNING WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient098_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient098_frame09.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient098_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient098_frame09.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient099_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient099_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient100_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient099_frame09.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient100_frame01.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient099_frame09.nii.gz has unexpected scales in sform

WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient100_frame13.nii.gz has unexpected scales in sform WARNING WARNING: In /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx, line 1934 NiftiImageIO (0xb0f7fb0): DATASET/unetr_pp_raw/unetr_pp_raw_data/Task01_ACDC/Task001_ACDC/gt_segmentations/patient100_frame13.nii.gz has unexpected scales in sform

done


I wonder if these warning messages showed results are influenced.

I would appreciate any help.

mmaaz60 commented 1 year ago

Hi @BenoitKAO,

Thank you for your interest in our work. For me the script bash run_training_acdc.sh is working without errors and warning with simpleitk==2.2.0. I am running it on a single NVIDIA A100 40 GB GPU. I am attaching my environment .yml file for reference, unetr_pp_env.zip.

Further, I think the warning messages above won't effect the results. However, I would suggest to verify it empirically by reproducing our results on ACDC. I hope this will be helpful. Do let me know if you have any questions.

Thanks

Ltrack commented 1 year ago

Thank you very much for your marvelous work!

However, I followed your instructions in "Installation", ... "Evaluation" ... bash run_training_acdc.sh

I received these error messages.

debug: mirroring True mirror_axes (0, 1, 2) step_size: 0.5 do mirror: True data shape: (1, 16, 263, 187) patch size: [ 16 160 160] steps (x, y, and z): [[0], [0, 52, 103], [0, 27]] number of tiles: 6 using precomputed Gaussian prediction done force_separate_z: None interpolation order: 1 separate z: True lowres axis [0] separate z, order in z is 0 order inplane is 1 2022-12-22 17:27:36.092914: finished prediction 2022-12-22 17:27:36.093320: evaluation of raw predictions multiprocessing.pool.RemoteTraceback: """ Traceback (most recent call last): File "/miniconda3/envs/unetr_pp/lib/python3.8/multiprocessing/pool.py", line 125, in worker result = (True, func(*args, *kwds)) File "/miniconda3/envs/unetr_pp/lib/python3.8/multiprocessing/pool.py", line 48, in mapstar return list(map(args)) File "/unetr_plus_plus/unetr_pp/evaluation/evaluator.py", line 310, in run_evaluation evaluator.set_reference(ref) File "/unetr_plus_plus/unetr_pp/evaluation/evaluator.py", line 291, in set_reference self.reference_nifti = sitk.ReadImage(reference) File "/miniconda3/envs/unetr_pp/lib/python3.8/site-packages/SimpleITK/extra.py", line 357, in ReadImage return reader.Execute() File "/miniconda3/envs/unetr_pp/lib/python3.8/site-packages/SimpleITK/SimpleITK.py", line 8438, in Execute return _SimpleITK.ImageFileReader_Execute(self) RuntimeError: Exception thrown in SimpleITK ImageFileReader_Execute: /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx:1994: ITK ERROR: ITK only supports orthonormal direction cosines. No orthonormal definition found! """

The above exception was the direct cause of the following exception:

Traceback (most recent call last): File "unetr_pp/run/run_training.py", line 171, in main() File "unetr_pp/run/run_training.py", line 165, in main trainer.validate(save_softmax=args.npz, validation_folder_name=val_folder, File "/unetr_plus_plus/unetr_pp/training/network_training/unetr_pp_trainer_acdc.py", line 224, in validate ret = super().validate(do_mirroring=do_mirroring, use_sliding_window=use_sliding_window, step_size=step_size, File "/unetr_plus_plus/unetr_pp/training/network_training/Traineracdc.py", line 644, in validate = aggregate_scores(pred_gt_tuples, labels=list(range(self.num_classes)), File "/unetr_plus_plus/unetr_pp/evaluation/evaluator.py", line 360, in aggregate_scores all_res = p.map(run_evaluation, zip(test, ref, [evaluator]len(ref), [metric_kwargs]len(ref))) File "/miniconda3/envs/unetr_pp/lib/python3.8/multiprocessing/pool.py", line 364, in map return self._map_async(func, iterable, mapstar, chunksize).get() File "/miniconda3/envs/unetr_pp/lib/python3.8/multiprocessing/pool.py", line 771, in get raise self._value RuntimeError: Exception thrown in SimpleITK ImageFileReader_Execute: /tmp/SimpleITK-build/ITK/Modules/IO/NIFTI/src/itkNiftiImageIO.cxx:1994: ITK ERROR: ITK only supports orthonormal direction cosines. No orthonormal definition found!

It could be the issue of the package version in "requirements.txt." simpleitk==2.2.0

Please help in solving these errors.

I would appreciate any help.

PS. "bash run_training_synapse.sh" is still running. Until now, I have not seen the error message in "bash run_training_synapse.sh"

I had a similar error while running nnUnet was fixed by using "SimpleITK ==2.0.2". I have not encountered the second error you posted but you could try using the older version of SimpleITK as above. See post below:

https://github.com/MIC-DKFZ/nnDetection/issues/24