Adding mini skm-tea dataset to hub
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- README.md +32 -0
- v1-release/all_metadata.csv +5 -0
- v1-release/annotations/v1.0.0/test.json +307 -0
- v1-release/annotations/v1.0.0/train.json +557 -0
- v1-release/annotations/v1.0.0/val.json +323 -0
- v1-release/dicoms/MTR_030/I001.dcm +0 -0
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README.md
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---
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license: other
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---
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---
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language: en
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license: other
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tags:
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- mri
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- quantitative mri
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- reconstruction
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- segmentation
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- detection
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---
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# SKM-TEA Sample Data
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This dataset consists of a subset of scans from the [SKM-TEA dataset](https://arxiv.org/abs/2203.06823). It can be used to build tutorials / demos with the SKM-TEA dataset.
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To access to the full dataset, please follow instructions on [Github](https://github.com/StanfordMIMI/skm-tea/blob/main/DATASET.md).
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**NOTE**: This dataset subset *should not* be used for reporting/publishing metrics. All metrics should be computed on the full SKM-TEA test split.
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## Details
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This mini dataset (~30GB) consists of 2 training scans, 1 validation scan, and 1 test scan from the SKM-TEA dataset. HDF5 files for the Raw Data Track are [lzf-compressed](http://www.h5py.org/lzf/) to reduce size while maximizing speed for decompression.
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## License
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By using this dataset, you agree to the [Stanford University Dataset Research Use Agreement](https://stanfordaimi.azurewebsites.net/datasets/4aaeafb9-c6e6-4e3c-9188-3aaaf0e0a9e7).
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## Reference
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If you use this dataset, please reference the SKM-TEA paper:
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```
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@inproceedings{
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desai2021skmtea,
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title={{SKM}-{TEA}: A Dataset for Accelerated {MRI} Reconstruction with Dense Image Labels for Quantitative Clinical Evaluation},
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author={Arjun D Desai and Andrew M Schmidt and Elka B Rubin and Christopher Michael Sandino and Marianne Susan Black and Valentina Mazzoli and Kathryn J Stevens and Robert Boutin and Christopher Re and Garry E Gold and Brian Hargreaves and Akshay Chaudhari},
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booktitle={Thirty-fifth Conference on Neural Information Processing Systems Datasets and Benchmarks Track (Round 2)},
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year={2021},
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url={https://openreview.net/forum?id=YDMFgD_qJuA}
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}
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```
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v1-release/all_metadata.csv
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,MTR_ID,PatientID,Timepoint,PatientAge,PatientSex,Scanner,Sequence,SliceThickness,SliceSpacing,Is_ZIP2,Ext_ID,SpoilerGradientArea,SpoilerGradientTime,ZIP2_kz1,ZIP2_kz2,Modality,SeriesDescription,ScanningSequence,SequenceVariant,RepetitionTime,EchoTime1,NumberOfAverages,ImagingFrequency,ImagedNucleus,EchoNumbers,MagneticFieldStrength,SpacingBetweenSlices,EchoTrainLength,PercentSampling,PercentPhaseFieldOfView,PixelBandwidth,DeviceSerialNumber,ProtocolName,ReconstructionDiameter,ReceiveCoilName,TransmitCoilName,FlipAngle,VariableFlipAngleFlag,SAR,PatientPosition,WindowCenter,WindowWidth,MedialDirection
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0,MTR_030,249,0,52,F,2,mfastDessMaps,1.6,0.8,True,MTR_030,3132,2392,80,80,MR,Sag DESS Low 3132,RM,NONE,20.36,6.428,1.0,127.963751,1H,1,3,0.799998,1,100,100,162.773,Anonymized,Anonymized,160,HD TR Knee PA,HD TR Knee PA,20,N,0.00503966,FFS,2083,4167,R
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1,MTR_184,0,0,58,M,2,mfastDessMaps,1.6,0.8,True,MTR_184,3132,2392,80,80,MR,Sag DESS Low 3132,RM,NONE,20.36,6.428,1.0,127.96382,1H,1,3,0.799997,1,100,100,162.773,Anonymized,Anonymized,160,HD TR Knee PA,HD TR Knee PA,20,N,0.00382117,FFS,2257,4515,R
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2,MTR_201,225,0,72,M,1,mfastDessMaps,1.6,0.8,True,MTR_201,3132,1488,80,80,MR,Sag DESS Low 3132,RM,NONE,18.352,5.876,1.0,127.720633,1H,1,3,0.8,1,100,100,162.773,Anonymized,Anonymized,160,HD TR Knee PA,HD TR Knee PA,20,N,0.00440602,FFS,1564,3129,L
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3,MTR_230,238,0,62,M,1,mfastDessMaps,1.6,0.8,True,MTR_230,3132,1488,80,80,MR,Sag DESS Low 3132,RM,NONE,18.352,5.876,1.0,127.720556,1H,1,3,0.800001,1,100,100,162.773,Anonymized,Anonymized,160,HD TR Knee PA,HD TR Knee PA,20,N,0.00453606,FFS,1988,3976,L
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v1-release/annotations/v1.0.0/test.json
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{
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"info": {
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"contributor": "Arjun Desai, Elka Rubin, Andrew Schmidt, Akshay Chaudhari & collaborators",
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"description": "2021 SKM-TEA Dataset - test",
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"year": "2021",
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"date_created": "2021-08-23 14:05:06 PST",
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"version": "v1.0.0"
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},
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"categories": [
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{
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"supercategory": "Meniscal Tear",
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"supercategory_id": 1,
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"id": 1,
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"name": "Meniscal Tear (Myxoid)"
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},
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{
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"supercategory": "Meniscal Tear",
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"supercategory_id": 1,
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"name": "Meniscal Tear (Horizontal)"
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},
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{
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"supercategory": "Meniscal Tear",
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"supercategory_id": 1,
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"id": 3,
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"name": "Meniscal Tear (Radial)"
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},
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{
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"supercategory": "Meniscal Tear",
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"supercategory_id": 1,
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"id": 4,
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"name": "Meniscal Tear (Vertical/Longitudinal)"
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},
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{
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"supercategory": "Meniscal Tear",
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"supercategory_id": 1,
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"id": 5,
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"name": "Meniscal Tear (Oblique)"
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},
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{
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"supercategory": "Meniscal Tear",
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"supercategory_id": 1,
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"id": 6,
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"name": "Meniscal Tear (Complex)"
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},
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{
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"supercategory": "Meniscal Tear",
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"id": 7,
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"name": "Meniscal Tear (Flap)"
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{
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"supercategory": "Meniscal Tear",
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"id": 8,
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"name": "Meniscal Tear (Extrusion)"
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{
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"name": "Ligament Tear (Moderate Grade Sprain or Mucoid Degeneration)"
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},
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{
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"supercategory": "Ligament Tear",
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"name": "Ligament Tear (Full Thickness/Complete Tear)"
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{
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{
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}
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],
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{
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"id": 1,
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"name": "Meniscus"
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},
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{
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"id": 2,
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"name": "ACL"
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},
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{
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"id": 3,
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"name": "PCL"
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},
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{
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"id": 4,
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"name": "Femoral Cartilage"
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},
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{
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"id": 5,
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"name": "Patellar Cartilage"
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},
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{
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"id": 6,
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"name": "Tibial Cartilage"
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}
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],
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"images": [
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{
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"id": 1,
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"file_name": "MTR_030.h5",
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"msp_id": "0000249_V00",
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"msp_file_name": "0000249_V00.h5",
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"scan_id": "MTR_030",
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"subject_id": 249,
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"timepoint": 0,
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"voxel_spacing": [
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0.3125,
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0.3125,
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0.8
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],
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"matrix_shape": [
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512,
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160
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],
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"orientation": [
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"SI",
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"AP",
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"LR"
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],
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"num_echoes": 2,
|
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"inspected": true
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}
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],
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"annotations": [
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{
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"id": 1,
|
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"image_id": 1,
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ADDED
@@ -0,0 +1,557 @@
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1 |
+
{
|
2 |
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"info": {
|
3 |
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"contributor": "Arjun Desai, Elka Rubin, Andrew Schmidt, Akshay Chaudhari & collaborators",
|
4 |
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"description": "2021 SKM-TEA Dataset - train",
|
5 |
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"year": "2021",
|
6 |
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"date_created": "2021-08-23 14:05:06 PST",
|
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"version": "v1.0.0"
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{
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"name": "Meniscal Tear (Horizontal)"
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"supercategory": "Meniscal Tear",
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"name": "Meniscal Tear (Radial)"
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"id": 4,
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"name": "Meniscal Tear (Vertical/Longitudinal)"
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|
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51 |
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|
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105 |
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111 |
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|
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ADDED
@@ -0,0 +1,323 @@
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|
1 |
+
{
|
2 |
+
"info": {
|
3 |
+
"contributor": "Arjun Desai, Elka Rubin, Andrew Schmidt, Akshay Chaudhari & collaborators",
|
4 |
+
"description": "2021 SKM-TEA Dataset - val",
|
5 |
+
"year": "2021",
|
6 |
+
"date_created": "2021-08-23 14:05:06 PST",
|
7 |
+
"version": "v1.0.0"
|
8 |
+
},
|
9 |
+
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|
10 |
+
{
|
11 |
+
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|
12 |
+
"supercategory_id": 1,
|
13 |
+
"id": 1,
|
14 |
+
"name": "Meniscal Tear (Myxoid)"
|
15 |
+
},
|
16 |
+
{
|
17 |
+
"supercategory": "Meniscal Tear",
|
18 |
+
"supercategory_id": 1,
|
19 |
+
"id": 2,
|
20 |
+
"name": "Meniscal Tear (Horizontal)"
|
21 |
+
},
|
22 |
+
{
|
23 |
+
"supercategory": "Meniscal Tear",
|
24 |
+
"supercategory_id": 1,
|
25 |
+
"id": 3,
|
26 |
+
"name": "Meniscal Tear (Radial)"
|
27 |
+
},
|
28 |
+
{
|
29 |
+
"supercategory": "Meniscal Tear",
|
30 |
+
"supercategory_id": 1,
|
31 |
+
"id": 4,
|
32 |
+
"name": "Meniscal Tear (Vertical/Longitudinal)"
|
33 |
+
},
|
34 |
+
{
|
35 |
+
"supercategory": "Meniscal Tear",
|
36 |
+
"supercategory_id": 1,
|
37 |
+
"id": 5,
|
38 |
+
"name": "Meniscal Tear (Oblique)"
|
39 |
+
},
|
40 |
+
{
|
41 |
+
"supercategory": "Meniscal Tear",
|
42 |
+
"supercategory_id": 1,
|
43 |
+
"id": 6,
|
44 |
+
"name": "Meniscal Tear (Complex)"
|
45 |
+
},
|
46 |
+
{
|
47 |
+
"supercategory": "Meniscal Tear",
|
48 |
+
"supercategory_id": 1,
|
49 |
+
"id": 7,
|
50 |
+
"name": "Meniscal Tear (Flap)"
|
51 |
+
},
|
52 |
+
{
|
53 |
+
"supercategory": "Meniscal Tear",
|
54 |
+
"supercategory_id": 1,
|
55 |
+
"id": 8,
|
56 |
+
"name": "Meniscal Tear (Extrusion)"
|
57 |
+
},
|
58 |
+
{
|
59 |
+
"supercategory": "Ligament Tear",
|
60 |
+
"supercategory_id": 2,
|
61 |
+
"id": 9,
|
62 |
+
"name": "Ligament Tear (Low-Grade Sprain)"
|
63 |
+
},
|
64 |
+
{
|
65 |
+
"supercategory": "Ligament Tear",
|
66 |
+
"supercategory_id": 2,
|
67 |
+
"id": 10,
|
68 |
+
"name": "Ligament Tear (Moderate Grade Sprain or Mucoid Degeneration)"
|
69 |
+
},
|
70 |
+
{
|
71 |
+
"supercategory": "Ligament Tear",
|
72 |
+
"supercategory_id": 2,
|
73 |
+
"id": 11,
|
74 |
+
"name": "Ligament Tear (Full Thickness/Complete Tear)"
|
75 |
+
},
|
76 |
+
{
|
77 |
+
"supercategory": "Cartilage Lesion",
|
78 |
+
"supercategory_id": 3,
|
79 |
+
"id": 12,
|
80 |
+
"name": "Cartilage Lesion (1)"
|
81 |
+
},
|
82 |
+
{
|
83 |
+
"supercategory": "Cartilage Lesion",
|
84 |
+
"supercategory_id": 3,
|
85 |
+
"id": 13,
|
86 |
+
"name": "Cartilage Lesion (2A)"
|
87 |
+
},
|
88 |
+
{
|
89 |
+
"supercategory": "Cartilage Lesion",
|
90 |
+
"supercategory_id": 3,
|
91 |
+
"id": 14,
|
92 |
+
"name": "Cartilage Lesion (2B)"
|
93 |
+
},
|
94 |
+
{
|
95 |
+
"supercategory": "Cartilage Lesion",
|
96 |
+
"supercategory_id": 3,
|
97 |
+
"id": 15,
|
98 |
+
"name": "Cartilage Lesion (3)"
|
99 |
+
},
|
100 |
+
{
|
101 |
+
"supercategory": "Effusion",
|
102 |
+
"supercategory_id": 4,
|
103 |
+
"id": 16,
|
104 |
+
"name": "Effusion"
|
105 |
+
}
|
106 |
+
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|
107 |
+
"tissues": [
|
108 |
+
{
|
109 |
+
"id": 1,
|
110 |
+
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|
111 |
+
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|
112 |
+
{
|
113 |
+
"id": 2,
|
114 |
+
"name": "ACL"
|
115 |
+
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|
116 |
+
{
|
117 |
+
"id": 3,
|
118 |
+
"name": "PCL"
|
119 |
+
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|
120 |
+
{
|
121 |
+
"id": 4,
|
122 |
+
"name": "Femoral Cartilage"
|
123 |
+
},
|
124 |
+
{
|
125 |
+
"id": 5,
|
126 |
+
"name": "Patellar Cartilage"
|
127 |
+
},
|
128 |
+
{
|
129 |
+
"id": 6,
|
130 |
+
"name": "Tibial Cartilage"
|
131 |
+
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|
132 |
+
],
|
133 |
+
"images": [
|
134 |
+
{
|
135 |
+
"id": 1,
|
136 |
+
"file_name": "MTR_184.h5",
|
137 |
+
"msp_id": "0000000_V00",
|
138 |
+
"msp_file_name": "0000000_V00.h5",
|
139 |
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"scan_id": "MTR_184",
|
140 |
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|
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"timepoint": 0,
|
142 |
+
"voxel_spacing": [
|
143 |
+
0.3125,
|
144 |
+
0.3125,
|
145 |
+
0.8
|
146 |
+
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|
147 |
+
"matrix_shape": [
|
148 |
+
512,
|
149 |
+
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|
150 |
+
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|
151 |
+
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|
152 |
+
"orientation": [
|
153 |
+
"SI",
|
154 |
+
"AP",
|
155 |
+
"LR"
|
156 |
+
],
|
157 |
+
"num_echoes": 2,
|
158 |
+
"inspected": true
|
159 |
+
}
|
160 |
+
],
|
161 |
+
"annotations": [
|
162 |
+
{
|
163 |
+
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|
164 |
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|
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|
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|
167 |
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|
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|
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|
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|
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|
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|
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|
175 |
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|
176 |
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|
177 |
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|
178 |
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|
179 |
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|
180 |
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|
181 |
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|
182 |
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|
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|
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|
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194 |
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195 |
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|
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|
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|
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350.0,
|
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|
204 |
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|
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|
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|
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|
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|
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|
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|
212 |
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|
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|
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|
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|
216 |
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|
217 |
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239.0,
|
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|
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110.0,
|
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|
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|
222 |
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|
223 |
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|
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|
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|
226 |
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|
227 |
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|
228 |
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|
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|
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|
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|
232 |
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260.0,
|
233 |
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235.0,
|
234 |
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100.0,
|
235 |
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44.0,
|
236 |
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141.0,
|
237 |
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37.0
|
238 |
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239 |
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|
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|
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|
242 |
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|
243 |
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|
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|
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|
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|
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|
248 |
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297.0,
|
249 |
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252.0,
|
250 |
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98.0,
|
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13.0,
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101.0,
|
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32.0
|
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255 |
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|
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|
258 |
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|
259 |
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|
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|
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|
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|
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|
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|
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250.0,
|
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|
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120.0,
|
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138.0,
|
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28.0
|
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|
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|
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|
275 |
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|
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|
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|
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|
280 |
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|
281 |
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130.0,
|
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61.0,
|
284 |
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37.0,
|
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|
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|
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|
290 |
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|
291 |
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|
292 |
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297 |
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164.0,
|
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79.0,
|
299 |
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|
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|
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|
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|
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|
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|
306 |
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|
307 |
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|
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310 |
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|
311 |
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|
312 |
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8.0,
|
313 |
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122.0,
|
314 |
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7.0,
|
315 |
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257.0,
|
316 |
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184.0,
|
317 |
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121.0
|
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|
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|
321 |
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|
322 |
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|
323 |
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}
|
v1-release/dicoms/MTR_030/I001.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I002.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I003.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I004.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I005.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I006.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I007.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I008.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I009.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I010.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I011.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I012.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I013.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I014.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I015.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I016.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I017.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I018.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I019.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I020.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I021.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I022.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I023.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I024.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I025.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I026.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I027.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I028.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I029.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I030.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I031.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I032.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I033.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I034.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I035.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I036.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I037.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I038.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I039.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I040.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I041.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I042.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I043.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I044.dcm
ADDED
Binary file (526 kB). View file
|
|
v1-release/dicoms/MTR_030/I045.dcm
ADDED
Binary file (526 kB). View file
|
|