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Upload Graz aortic dissection CTA + true/false lumen masks (binarised, case-40 masks resampled to image grid, merged map added)

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  1. README.md +150 -0
  2. dataset/cta01s/cta01s.nrrd +3 -0
  3. dataset/cta01s/falselumen01.seg.nrrd +3 -0
  4. dataset/cta01s/mask01.nrrd +3 -0
  5. dataset/cta01s/mesh01.stl +3 -0
  6. dataset/cta01s/truelumen01.seg.nrrd +3 -0
  7. dataset/cta02s/cta02s.nrrd +3 -0
  8. dataset/cta02s/falselumen02.seg.nrrd +3 -0
  9. dataset/cta02s/mask02.nrrd +3 -0
  10. dataset/cta02s/mesh02.stl +3 -0
  11. dataset/cta02s/truelumen02.seg.nrrd +3 -0
  12. dataset/cta03s/cta03s.nrrd +3 -0
  13. dataset/cta03s/falselumen03.seg.nrrd +3 -0
  14. dataset/cta03s/mask03.nrrd +3 -0
  15. dataset/cta03s/mesh03.stl +3 -0
  16. dataset/cta03s/truelumen03.seg.nrrd +3 -0
  17. dataset/cta04s/cta04s.nrrd +3 -0
  18. dataset/cta04s/falselumen04.seg.nrrd +3 -0
  19. dataset/cta04s/mask04.nrrd +3 -0
  20. dataset/cta04s/mesh04.stl +3 -0
  21. dataset/cta04s/truelumen04.seg.nrrd +3 -0
  22. dataset/cta05s/cta05s.nrrd +3 -0
  23. dataset/cta05s/falselumen05.seg.nrrd +3 -0
  24. dataset/cta05s/mask05.nrrd +3 -0
  25. dataset/cta05s/mesh05.stl +3 -0
  26. dataset/cta05s/truelumen05.seg.nrrd +3 -0
  27. dataset/cta06s/cta06s.nrrd +3 -0
  28. dataset/cta06s/falselumen06.seg.nrrd +3 -0
  29. dataset/cta06s/mask06.nrrd +3 -0
  30. dataset/cta06s/mesh06.stl +3 -0
  31. dataset/cta06s/truelumen06.seg.nrrd +3 -0
  32. dataset/cta07s/cta07s.nrrd +3 -0
  33. dataset/cta07s/falselumen07.seg.nrrd +3 -0
  34. dataset/cta07s/mask07.nrrd +3 -0
  35. dataset/cta07s/mesh07.stl +3 -0
  36. dataset/cta07s/truelumen07.seg.nrrd +3 -0
  37. dataset/cta08s/cta08s.nrrd +3 -0
  38. dataset/cta08s/falselumen08.seg.nrrd +3 -0
  39. dataset/cta08s/mask08.nrrd +3 -0
  40. dataset/cta08s/mesh08.stl +3 -0
  41. dataset/cta08s/truelumen08.seg.nrrd +3 -0
  42. dataset/cta09s/cta09s.nrrd +3 -0
  43. dataset/cta09s/falselumen09.seg.nrrd +3 -0
  44. dataset/cta09s/mask09.nrrd +3 -0
  45. dataset/cta09s/mesh09.stl +3 -0
  46. dataset/cta09s/truelumen09.seg.nrrd +3 -0
  47. dataset/cta10s/cta10s.nrrd +3 -0
  48. dataset/cta10s/falselumen10.seg.nrrd +3 -0
  49. dataset/cta10s/mask10.nrrd +3 -0
  50. dataset/cta10s/mesh10.stl +3 -0
README.md ADDED
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+ ---
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+ license: cc-by-4.0
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+ task_categories:
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+ - image-segmentation
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+ tags:
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+ - medical
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+ - cta
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+ - ct
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+ - aorta
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+ - aortic-dissection
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+ - vascular
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+ - 3d
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+ pretty_name: Aortic Dissection (Graz) - true/false lumen CTA
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+ size_categories:
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+ - n<1K
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+ ---
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+
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+ # Aortic Dissection (Graz) - CTA with true / false lumen expert annotations
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+
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+ Re-host of **"Aortic Dissection Dataset and Segmentations"**
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+ ([figshare 10.6084/m9.figshare.22269091](https://doi.org/10.6084/m9.figshare.22269091),
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+ CC BY 4.0) - 40 **type-B aortic dissection** CTA volumes collected in clinical
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+ routine 2005-2021 across the Medical University of Graz regional hospital
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+ network, with expert **true-lumen** and **false-lumen** annotations.
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+
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+ > Mayer C, Pepe A, Hossain S, Karner B, Arnreiter M, Kleesiek J, Schmid J,
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+ > Janisch M, Fuchsjaeger M, Deutschmann H, Zimpfer D, Egger J, Maechler H.
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+ > *Type B Aortic Dissection CTA Collection with True and False Lumen Expert
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+ > Annotations for the Development of AI-based Algorithms.*
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+ > **Scientific Data 11, 596 (2024).** doi:10.1038/s41597-024-03284-2
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+
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+ Ethics: Medical University of Graz EK-34-161 ex 21/22; consent waived
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+ (retrospective), head and face cropped for anonymisation.
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+
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+ ## Contents
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+
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+ | | |
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+ |---|---|
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+ | Modality | CTA, arterial phase (**not** ECG-gated) |
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+ | Cases | 40, one volume each |
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+ | Classes | `0` background, `1` true lumen, `2` false lumen |
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+ | Split | **none** - single cohort of 40 (`split="train"` for all rows) |
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+ | Shape | mostly 512x512xZ; in-plane spacing 0.525-0.965 mm, through-plane 1.25-3.0 mm |
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+ | Foreground | TL 125,516-659,055 voxels; FL 25,242-496,428 voxels; **no empty masks** |
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+
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+ **There is no thrombus class.** Per the paper, "clearly thrombosed sections have
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+ not been segmented"; calcifications and atherosclerotic changes are likewise
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+ excluded. Ambiguous dark regions judged to be late-filling artifact were
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+ segmented *as lumen*. If you need a thrombus label, see ImageTBAD instead.
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+
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+ ## Layout
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+
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+ ```
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+ dataset/ctaNNs/ctaNNs.nrrd image, int16 HU - byte-identical to figshare
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+ truelumenNN.seg.nrrd true lumen, uint8 {0,1}
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+ falselumenNN.seg.nrrd false lumen, uint8 {0,1}
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+ maskNN.nrrd merged {0=bg, 1=TL, 2=FL}
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+ meshNN.stl surface mesh - byte-identical to figshare
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+ original_masks/ctaNNs/*.seg.nrrd untouched source masks (~13 MB total)
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+ train.jsonl 40 rows (schema below)
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+ ```
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+
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+ `train.jsonl` per row: `case_id`, `case_num`, `image`, `mask`,
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+ `mask_true_lumen`, `mask_false_lumen`, `mesh`, `original_mask_*`, `shape`,
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+ `spacing_mm`, `coarse_axis`, `tl_voxels`, `fl_voxels`, `tl_volume_ml`,
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+ `fl_volume_ml`, `tl_fl_overlap_voxels`, `fl_label_value_raw`,
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+ `resampled_to_image_grid`, `annotator_tier`, `split`.
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+
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+ ## What was normalised here (and why)
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+
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+ Everything below is flagged per-case in `train.jsonl`, and the untouched source
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+ masks ship under `original_masks/`.
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+
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+ 1. **False-lumen masks binarised to `{0,1}`.** 17 of 40 cases store the false
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+ lumen with **label value 2**, the other 23 with 1 - cases
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+ `4, 5, 11, 12, 13, 14, 15, 16, 17, 18, 22, 25, 26, 30, 35, 36, 38`. Code
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+ doing `mask == 1` against the raw files silently drops those 17 false
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+ lumens. Original value kept in `fl_label_value_raw`.
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+ 2. **Case 40 masks resampled onto the image grid.** As shipped, case 40's masks
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+ sit on a grid rotated ~6.85 deg about Z (512x1103x187 @0.545 mm) while its
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+ image is axis-aligned (512x512x401 @0.602 mm) - index-wise pairing raises
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+ `IndexError`. Nearest-neighbour world-space resampling retains **100.01% /
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+ 100.04%** of physical volume, and mean HU inside the resampled masks is
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+ **409 HU (TL) / 339 HU (FL)**, i.e. contrast-filled arterial lumen and in
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+ line with the other 39 cases. Flagged by `resampled_to_image_grid`.
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+ Every other case's masks already match their image exactly.
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+ 3. **Merged `maskNN.nrrd` added**, painted TL first then FL, so **FL wins
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+ ties**. Ties are negligible: 16 of 40 cases overlap by 1-106 voxels, at most
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+ **0.028%** of the TL-or-FL union - flap-boundary jitter, not a nested
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+ structure. The two binaries remain available if you prefer to fan out.
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+
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+ Deliberately **not** changed: no reorientation, no resampling of the other 39
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+ cases, no intensity windowing, original filenames kept.
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+
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+ ## Gotchas
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+
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+ - **Key masks off the FILENAME, never the segment name.** Internal Slicer names
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+ are inconsistent: case 2's true lumen is called `artery`, case 19's *false*
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+ lumen is also called `artery`, and elsewhere you find `true lumen 5`,
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+ `true_lumen`, `truelumen`, `True Lumen neu`, `flase lumen`, `False_Lumen`.
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+ - **Cases 19 and 20 are sagittally reformatted**: the coarse 1.5 mm axis is
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+ NRRD axis 0, not axis 2 (all other 38 cases have it at axis 2). A hard-coded
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+ z-slicer emits ~950 thin reformats instead of ~240 native slices. Use
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+ `coarse_axis` from `train.jsonl`.
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+ - **No official split.** Group any split you make on `case_id`; one patient owns
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+ exactly one volume, so a plain case-level split is safe.
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+ - **Anisotropic**, up to 3.0 mm through-plane.
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+ - The images are the anonymised, head/face-cropped reconstructions. The
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+ separate `raw CTs.zip` on figshare is **not** mirrored here on purpose: its
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+ case 24 is a *different reconstruction* (776x776x101 oblique @0.625/0.625/2.4
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+ mm) that does **not** align with the masks.
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+
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+ ## Annotation provenance - one tier, all of it gold
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+
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+ All 40 masks were seeded semi-automatically (local thresholding / Grow Cut,
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+ fill-between-slices interpolation, or region growing - the paper's Table 2 gives
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+ the per-case method), then given **2-3 hours of manual slice-by-slice
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+ paint/erase**, because the paper reports the semi-automated results "were not
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+ precise enough for AI applications". A radiologist then checked every case.
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+
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+ `annotator_tier` records who did the manual work: 15 cases (`1-10, 26, 27, 28,
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+ 29, 39`, the paper's Table-1 nabla marker) by a medical student, the other 25 by
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+ cardiac-surgery residents. The paper marks these deliberately *to show there is
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+ no difference between software users* - so **all 40 are gold and none should be
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+ filtered**; the column is there for stratification only.
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+
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+ **Measured vs published volumes.** The `tl_volume_ml` / `fl_volume_ml` values
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+ here are measured directly from the mask files. They reproduce the paper's
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+ Table 2 to within +/-1% for 35 of 40 cases (most within 0.1%), which
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+ independently confirms the image-mask pairing and the binarisation. Five cases
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+ (`5, 6, 7, 32, 36`) disagree in the **true-lumen column only**; in three of them
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+ the paper's TL cell exactly equals its FL cell, which looks like a transcription
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+ slip. Each mask file contains exactly one correctly-named segment, so this is a
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+ table artifact, not extra structures in the data. Trust the values here.
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+
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+ ## Related datasets / leakage
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+
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+ **No patient overlap with [`MedOtter/SegA`](https://huggingface.co/datasets/MedOtter/SegA)**
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+ (the AVT collection: KiTS 20 + RIDER 18 + Dongyang 18 - US and Chinese cohorts).
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+ The two share *authors* (Pepe, Egger), not patients, and AVT's few incidental
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+ dissection cases carry only a single binary aortic-vessel-tree mask, not
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+ lumen labels. No overlap with AortaSeg24 (Univ. of Florida), ImageTBAD
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+ (Guangdong), TotalSegmentator (Basel), or any TCIA collection. No
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+ cross-reference ID to other datasets exists; `case_id` (`cta01`-`cta40`) joins
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+ only to Tables 1 and 2 of the paper.
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+
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+ ## License
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+
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+ **CC BY 4.0** - redistribution and commercial use permitted with attribution.
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+ Cite the Scientific Data paper above and the figshare record.
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