Upload folder using huggingface_hub
Browse files- README.md +28 -0
- track1/nnUNet_ckpts/dataset.json +44 -0
- track1/nnUNet_ckpts/fold_0/checkpoint_best.pth +3 -0
- track1/nnUNet_ckpts/fold_1/checkpoint_best.pth +3 -0
- track1/nnUNet_ckpts/fold_2/checkpoint_best.pth +3 -0
- track1/nnUNet_ckpts/fold_3/checkpoint_best.pth +3 -0
- track1/nnUNet_ckpts/fold_4/checkpoint_best.pth +3 -0
- track1/nnUNet_ckpts/plans.json +532 -0
- track1/postproc.json +25 -0
- track2/nnUNet_ckpts/dataset.json +44 -0
- track2/nnUNet_ckpts/fold_0/checkpoint_best.pth +3 -0
- track2/nnUNet_ckpts/fold_1/checkpoint_best.pth +3 -0
- track2/nnUNet_ckpts/fold_2/checkpoint_best.pth +3 -0
- track2/nnUNet_ckpts/fold_3/checkpoint_best.pth +3 -0
- track2/nnUNet_ckpts/fold_4/checkpoint_best.pth +3 -0
- track2/nnUNet_ckpts/plans.json +532 -0
- track2/nnUNet_t2warm/dataset.json +31 -0
- track2/nnUNet_t2warm/dataset_fingerprint.json +1198 -0
- track2/nnUNet_t2warm/fold_0/checkpoint_final.pth +3 -0
- track2/nnUNet_t2warm/fold_1/checkpoint_final.pth +3 -0
- track2/nnUNet_t2warm/fold_2/checkpoint_final.pth +3 -0
- track2/nnUNet_t2warm/fold_3/checkpoint_final.pth +3 -0
- track2/nnUNet_t2warm/fold_4/checkpoint_final.pth +3 -0
- track2/nnUNet_t2warm/plans.json +649 -0
- track2/postproc_t2.json +7 -0
README.md
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---
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tags:
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- medical-imaging
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- segmentation
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- nnu-net
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- airway
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- ct
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---
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# CaliTree weights
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These are the trained weights for CaliTree, a solution to the ATM'26 (MICCAI 2026) airway tree modelling challenge.
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Code: **[adinathdukre/CaliTree](https://github.com/adinathdukre/CaliTree)**
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| folder | model | use |
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|---|---|---|
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| `track1/nnUNet_ckpts` | nnU-Net ResEnc-M, `nnUNetTrainerAirwayCB_clprec025`, 5 folds | Track 1 binary airway segmentation |
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| `track2/nnUNet_ckpts` | nnU-Net ResEnc-M, `nnUNetTrainerAirwayCB`, 5 folds | Track 2 stage 1 airway mask |
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| `track2/nnUNet_t2warm` | nnU-Net `3d_fullres_SAS`, `nnUNetTrainerT2Warm`, 5 folds | Track 2 stage 2 21-class voxel labelling |
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Each track folder is used directly as `ATM_RESOURCES`:
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```bash
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huggingface-cli download adidukre/CaliTree --local-dir /path/to/weights
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ATM_RESOURCES=/path/to/weights/track1 ATM_INPUT=/path/to/ct_folder ATM_OUTPUT=/path/to/output \
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python docker/T1/inference.py
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```
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track1/nnUNet_ckpts/dataset.json
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{
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"channel_names": {
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"0": "CT"
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},
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"labels": {
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"background": 0,
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"airway": [
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1,
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2,
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4,
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6
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],
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"mid_distal": [
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2,
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3,
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5,
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6
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],
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"distal": [
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3,
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6
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],
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"centerline": [
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4,
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5,
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6
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]
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},
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"regions_class_order": [
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1,
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2,
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3,
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4
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],
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"numTraining": 299,
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"file_ending": ".mha",
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"description": "ATM'26 Track-1 airway segmentation. Labels encode calibre band (1/2/3 = large/mid/distal, R1=2.5mm R2=1.0mm, assigned by nearest centerline point) plus +3 inside the centerline tube (skeleton dilated twice).",
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"band_thresholds_mm": {
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"R1": 2.5,
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"R2": 1.0
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}
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}
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track1/nnUNet_ckpts/fold_0/checkpoint_best.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:86aca414de268638e6c1d87266dd87f29e1648786c62e062bb016040c90adad7
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size 819697999
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track1/nnUNet_ckpts/fold_1/checkpoint_best.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:ff4c9664d4df5f4ed54505a18f39bf7b25a6b0d4727e0c8f6a8165cc72b33d68
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size 819702287
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track1/nnUNet_ckpts/fold_2/checkpoint_best.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:badce99bb63a234b71f140a779e6f6cf82b2a6e3f522b94429bb0ab21c53b0cc
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size 819699919
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track1/nnUNet_ckpts/fold_3/checkpoint_best.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:72d99d832d5ce6e8013f42472569b6a0fd28d86c7d3521c5ad3c75151da0d206
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size 819687375
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track1/nnUNet_ckpts/fold_4/checkpoint_best.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:5070484e5edeeec7f49befbfbf5cfcd998983a3e1b2c22def30705e1d65cb51e
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size 819707855
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track1/nnUNet_ckpts/plans.json
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| 516 |
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|
| 517 |
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}
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| 518 |
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| 519 |
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| 520 |
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}
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|
track1/postproc.json
ADDED
|
@@ -0,0 +1,25 @@
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{
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"thr_airway": 0.3,
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|
| 4 |
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"thr_distal": 0.3,
|
| 5 |
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"use_union": true,
|
| 6 |
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"band_mode": "union",
|
| 7 |
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"thr_airway_thin": 0.25,
|
| 8 |
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"thin_seed": 0.5,
|
| 9 |
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"thin_dilate_vox": 2,
|
| 10 |
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"layout": "regions",
|
| 11 |
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"reconnect": false,
|
| 12 |
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"reconnect_cfg": {
|
| 13 |
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"tau_seed": 0.5,
|
| 14 |
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|
| 15 |
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|
| 16 |
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"max_mean_cost": 2.5,
|
| 17 |
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"min_component_voxels": 15,
|
| 18 |
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"max_components": 400,
|
| 19 |
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"paint_radius_mm": 0.0,
|
| 20 |
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"eps": 1e-06
|
| 21 |
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|
| 22 |
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"unbridged": "drop",
|
| 23 |
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"keep_min_voxels": 200,
|
| 24 |
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"min_component_voxels": 0
|
| 25 |
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|
track2/nnUNet_ckpts/dataset.json
ADDED
|
@@ -0,0 +1,44 @@
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| 3 |
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|
| 4 |
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| 5 |
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| 6 |
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| 7 |
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| 9 |
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| 10 |
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|
| 11 |
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|
| 12 |
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| 13 |
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| 14 |
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| 15 |
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| 16 |
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| 17 |
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| 18 |
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|
| 19 |
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| 20 |
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| 21 |
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| 22 |
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| 23 |
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| 24 |
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| 25 |
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| 26 |
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| 27 |
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|
| 28 |
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| 29 |
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| 30 |
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| 31 |
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"regions_class_order": [
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| 32 |
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| 33 |
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| 34 |
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| 35 |
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| 36 |
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|
| 37 |
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"numTraining": 299,
|
| 38 |
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"file_ending": ".mha",
|
| 39 |
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"description": "ATM'26 Track-1 airway segmentation. Labels encode calibre band (1/2/3 = large/mid/distal, R1=2.5mm R2=1.0mm, assigned by nearest centerline point) plus +3 inside the centerline tube (skeleton dilated twice).",
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| 40 |
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"band_thresholds_mm": {
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| 41 |
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"R1": 2.5,
|
| 42 |
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"R2": 1.0
|
| 43 |
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}
|
| 44 |
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}
|
track2/nnUNet_ckpts/fold_0/checkpoint_best.pth
ADDED
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| 1 |
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|
| 403 |
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|
| 404 |
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|
| 405 |
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|
| 406 |
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|
| 407 |
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|
| 408 |
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|
| 409 |
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|
| 410 |
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320
|
| 411 |
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],
|
| 412 |
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"conv_op": "torch.nn.modules.conv.Conv3d",
|
| 413 |
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"kernel_sizes": [
|
| 414 |
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[
|
| 415 |
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3,
|
| 416 |
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3,
|
| 417 |
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3
|
| 418 |
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],
|
| 419 |
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[
|
| 420 |
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3,
|
| 421 |
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3,
|
| 422 |
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3
|
| 423 |
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],
|
| 424 |
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[
|
| 425 |
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3,
|
| 426 |
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|
| 427 |
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|
| 428 |
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|
| 429 |
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[
|
| 430 |
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3,
|
| 431 |
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3,
|
| 432 |
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3
|
| 433 |
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|
| 434 |
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[
|
| 435 |
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3,
|
| 436 |
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3,
|
| 437 |
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3
|
| 438 |
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|
| 439 |
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[
|
| 440 |
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|
| 441 |
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|
| 442 |
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|
| 443 |
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|
| 444 |
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|
| 445 |
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|
| 446 |
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[
|
| 447 |
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|
| 448 |
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|
| 449 |
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1
|
| 450 |
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],
|
| 451 |
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[
|
| 452 |
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|
| 453 |
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|
| 454 |
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2
|
| 455 |
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],
|
| 456 |
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[
|
| 457 |
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|
| 458 |
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|
| 459 |
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2
|
| 460 |
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|
| 461 |
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[
|
| 462 |
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|
| 463 |
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|
| 464 |
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|
| 465 |
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|
| 466 |
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[
|
| 467 |
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|
| 468 |
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|
| 469 |
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|
| 470 |
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],
|
| 471 |
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[
|
| 472 |
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|
| 473 |
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|
| 474 |
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2
|
| 475 |
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]
|
| 476 |
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],
|
| 477 |
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"n_blocks_per_stage": [
|
| 478 |
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|
| 479 |
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|
| 480 |
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|
| 481 |
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|
| 482 |
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|
| 483 |
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6
|
| 484 |
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],
|
| 485 |
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"n_conv_per_stage_decoder": [
|
| 486 |
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|
| 487 |
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|
| 488 |
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|
| 489 |
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|
| 490 |
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1
|
| 491 |
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],
|
| 492 |
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"conv_bias": true,
|
| 493 |
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"norm_op": "torch.nn.modules.instancenorm.InstanceNorm3d",
|
| 494 |
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"norm_op_kwargs": {
|
| 495 |
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"eps": 1e-05,
|
| 496 |
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"affine": true
|
| 497 |
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},
|
| 498 |
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"dropout_op": null,
|
| 499 |
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"dropout_op_kwargs": null,
|
| 500 |
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"nonlin": "torch.nn.LeakyReLU",
|
| 501 |
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"nonlin_kwargs": {
|
| 502 |
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"inplace": true
|
| 503 |
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}
|
| 504 |
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},
|
| 505 |
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"_kw_requires_import": [
|
| 506 |
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"conv_op",
|
| 507 |
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"norm_op",
|
| 508 |
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"dropout_op",
|
| 509 |
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"nonlin"
|
| 510 |
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]
|
| 511 |
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},
|
| 512 |
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"batch_dice": true
|
| 513 |
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},
|
| 514 |
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"3d_cascade_fullres": {
|
| 515 |
+
"inherits_from": "3d_fullres",
|
| 516 |
+
"previous_stage": "3d_lowres"
|
| 517 |
+
}
|
| 518 |
+
},
|
| 519 |
+
"experiment_planner_used": "nnUNetPlannerResEncM",
|
| 520 |
+
"label_manager": "LabelManager",
|
| 521 |
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"foreground_intensity_properties_per_channel": {
|
| 522 |
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"0": {
|
| 523 |
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"max": 568.0,
|
| 524 |
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"mean": -939.6387329101562,
|
| 525 |
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"median": -968.0,
|
| 526 |
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"min": -1477.0,
|
| 527 |
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"percentile_00_5": -1052.0,
|
| 528 |
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"percentile_99_5": -535.0,
|
| 529 |
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"std": 89.27433013916016
|
| 530 |
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}
|
| 531 |
+
}
|
| 532 |
+
}
|
track2/nnUNet_t2warm/dataset.json
ADDED
|
@@ -0,0 +1,31 @@
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|
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|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"channel_names": {
|
| 3 |
+
"0": "CT"
|
| 4 |
+
},
|
| 5 |
+
"labels": {
|
| 6 |
+
"background": 0,
|
| 7 |
+
"LB1+2": 1,
|
| 8 |
+
"LB3": 2,
|
| 9 |
+
"LB4": 3,
|
| 10 |
+
"LB5": 4,
|
| 11 |
+
"LB6": 5,
|
| 12 |
+
"LB8": 6,
|
| 13 |
+
"LB9": 7,
|
| 14 |
+
"LB10": 8,
|
| 15 |
+
"RB1": 9,
|
| 16 |
+
"RB2": 10,
|
| 17 |
+
"RB3": 11,
|
| 18 |
+
"RB4": 12,
|
| 19 |
+
"RB5": 13,
|
| 20 |
+
"RB6": 14,
|
| 21 |
+
"RB7": 15,
|
| 22 |
+
"RB8": 16,
|
| 23 |
+
"RB9": 17,
|
| 24 |
+
"RB10": 18,
|
| 25 |
+
"trachea": 19,
|
| 26 |
+
"LB7": 20
|
| 27 |
+
},
|
| 28 |
+
"numTraining": 118,
|
| 29 |
+
"file_ending": ".mha",
|
| 30 |
+
"description": "ATM'26 Track-2 branch-wise anatomical labelling, 21 classes"
|
| 31 |
+
}
|
track2/nnUNet_t2warm/dataset_fingerprint.json
ADDED
|
@@ -0,0 +1,1198 @@
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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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|
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|
|
|
|
|
|
|
|
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|
|
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|
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|
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|
| 1 |
+
{
|
| 2 |
+
"foreground_intensity_properties_per_channel": {
|
| 3 |
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"0": {
|
| 4 |
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"max": 166.0,
|
| 5 |
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"mean": -939.6283569335938,
|
| 6 |
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"median": -968.0,
|
| 7 |
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"min": -1024.0,
|
| 8 |
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"percentile_00_5": -1024.0,
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| 9 |
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"percentile_99_5": -577.0,
|
| 10 |
+
"std": 84.20494079589844
|
| 11 |
+
}
|
| 12 |
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},
|
| 13 |
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"median_relative_size_after_cropping": 1.0,
|
| 14 |
+
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|
| 15 |
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[
|
| 16 |
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|
| 17 |
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| 18 |
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| 19 |
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| 20 |
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|
| 21 |
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| 22 |
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| 23 |
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| 24 |
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|
| 25 |
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|
| 26 |
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| 27 |
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| 28 |
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| 29 |
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| 30 |
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| 31 |
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| 32 |
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| 33 |
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| 35 |
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| 36 |
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| 37 |
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| 38 |
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| 40 |
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| 41 |
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| 42 |
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| 43 |
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| 50 |
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size 245680221
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track2/nnUNet_t2warm/fold_1/checkpoint_final.pth
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|
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size 245680605
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track2/nnUNet_t2warm/fold_2/checkpoint_final.pth
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|
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version https://git-lfs.github.com/spec/v1
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size 245679389
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track2/nnUNet_t2warm/fold_3/checkpoint_final.pth
ADDED
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@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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|
| 3 |
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size 245679837
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track2/nnUNet_t2warm/fold_4/checkpoint_final.pth
ADDED
|
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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|
| 3 |
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size 245680157
|
track2/nnUNet_t2warm/plans.json
ADDED
|
@@ -0,0 +1,649 @@
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|
| 1 |
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{
|
| 2 |
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"dataset_name": "Dataset502_ATM26Track2Seg",
|
| 3 |
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"plans_name": "nnUNetPlansOrg",
|
| 4 |
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"original_median_spacing_after_transp": [
|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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],
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| 9 |
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"original_median_shape_after_transp": [
|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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],
|
| 14 |
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"image_reader_writer": "SimpleITKIO",
|
| 15 |
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"transpose_forward": [
|
| 16 |
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1,
|
| 17 |
+
0,
|
| 18 |
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2
|
| 19 |
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],
|
| 20 |
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"transpose_backward": [
|
| 21 |
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|
| 22 |
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0,
|
| 23 |
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|
| 24 |
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],
|
| 25 |
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"configurations": {
|
| 26 |
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"2d": {
|
| 27 |
+
"data_identifier": "nnUNetPlans_2d",
|
| 28 |
+
"preprocessor_name": "DefaultPreprocessor",
|
| 29 |
+
"batch_size": 8,
|
| 30 |
+
"patch_size": [
|
| 31 |
+
768,
|
| 32 |
+
512
|
| 33 |
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],
|
| 34 |
+
"median_image_size_in_voxels": [
|
| 35 |
+
721.5,
|
| 36 |
+
512.0
|
| 37 |
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],
|
| 38 |
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"spacing": [
|
| 39 |
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0.5,
|
| 40 |
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| 41 |
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],
|
| 42 |
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"normalization_schemes": [
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| 43 |
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"CTNormalization"
|
| 44 |
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],
|
| 45 |
+
"use_mask_for_norm": [
|
| 46 |
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false
|
| 47 |
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],
|
| 48 |
+
"resampling_fn_data": "resample_data_or_seg_to_shape",
|
| 49 |
+
"resampling_fn_seg": "resample_data_or_seg_to_shape",
|
| 50 |
+
"resampling_fn_data_kwargs": {
|
| 51 |
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"is_seg": false,
|
| 52 |
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"order": 3,
|
| 53 |
+
"order_z": 0,
|
| 54 |
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"force_separate_z": null
|
| 55 |
+
},
|
| 56 |
+
"resampling_fn_seg_kwargs": {
|
| 57 |
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"is_seg": true,
|
| 58 |
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"order": 1,
|
| 59 |
+
"order_z": 0,
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|
| 537 |
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[
|
| 538 |
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3,
|
| 539 |
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3,
|
| 540 |
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3
|
| 541 |
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],
|
| 542 |
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[
|
| 543 |
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3,
|
| 544 |
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3,
|
| 545 |
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3
|
| 546 |
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|
| 547 |
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[
|
| 548 |
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3,
|
| 549 |
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3,
|
| 550 |
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3
|
| 551 |
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],
|
| 552 |
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[
|
| 553 |
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3,
|
| 554 |
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|
| 555 |
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3
|
| 556 |
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|
| 557 |
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[
|
| 558 |
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|
| 559 |
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|
| 560 |
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3
|
| 561 |
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|
| 562 |
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|
| 563 |
+
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|
| 564 |
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[
|
| 565 |
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|
| 566 |
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1,
|
| 567 |
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1
|
| 568 |
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|
| 569 |
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[
|
| 570 |
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|
| 571 |
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|
| 572 |
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2
|
| 573 |
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|
| 574 |
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[
|
| 575 |
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2,
|
| 576 |
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2,
|
| 577 |
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2
|
| 578 |
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|
| 579 |
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[
|
| 580 |
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|
| 581 |
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|
| 582 |
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2
|
| 583 |
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|
| 584 |
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[
|
| 585 |
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|
| 586 |
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|
| 587 |
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2
|
| 588 |
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| 589 |
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[
|
| 590 |
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|
| 591 |
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1,
|
| 592 |
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1
|
| 593 |
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]
|
| 594 |
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],
|
| 595 |
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|
| 596 |
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|
| 597 |
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|
| 598 |
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|
| 599 |
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2,
|
| 600 |
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2,
|
| 601 |
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2
|
| 602 |
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],
|
| 603 |
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"n_conv_per_stage_decoder": [
|
| 604 |
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|
| 605 |
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|
| 606 |
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2,
|
| 607 |
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2,
|
| 608 |
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2
|
| 609 |
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],
|
| 610 |
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"conv_bias": true,
|
| 611 |
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"norm_op": "torch.nn.modules.instancenorm.InstanceNorm3d",
|
| 612 |
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"norm_op_kwargs": {
|
| 613 |
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"eps": 1e-05,
|
| 614 |
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"affine": true
|
| 615 |
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},
|
| 616 |
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|
| 617 |
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|
| 618 |
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"nonlin": "torch.nn.LeakyReLU",
|
| 619 |
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"nonlin_kwargs": {
|
| 620 |
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"inplace": true
|
| 621 |
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}
|
| 622 |
+
},
|
| 623 |
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"_kw_requires_import": [
|
| 624 |
+
"conv_op",
|
| 625 |
+
"norm_op",
|
| 626 |
+
"dropout_op",
|
| 627 |
+
"nonlin"
|
| 628 |
+
]
|
| 629 |
+
}
|
| 630 |
+
},
|
| 631 |
+
"3d_cascade_fullres": {
|
| 632 |
+
"inherits_from": "3d_fullres",
|
| 633 |
+
"previous_stage": "3d_lowres"
|
| 634 |
+
}
|
| 635 |
+
},
|
| 636 |
+
"experiment_planner_used": "ExperimentPlanner",
|
| 637 |
+
"label_manager": "LabelManager",
|
| 638 |
+
"foreground_intensity_properties_per_channel": {
|
| 639 |
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"0": {
|
| 640 |
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"max": 166.0,
|
| 641 |
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"mean": -939.5149536132812,
|
| 642 |
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"median": -968.0,
|
| 643 |
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"min": -1024.0,
|
| 644 |
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"percentile_00_5": -1024.0,
|
| 645 |
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"percentile_99_5": -577.0,
|
| 646 |
+
"std": 84.28468322753906
|
| 647 |
+
}
|
| 648 |
+
}
|
| 649 |
+
}
|
track2/postproc_t2.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"thr_airway": 0.35,
|
| 3 |
+
"band_mode": "adaptive",
|
| 4 |
+
"thr_airway_thin": 0.2,
|
| 5 |
+
"reconnect": false,
|
| 6 |
+
"unbridged": "drop"
|
| 7 |
+
}
|