Datasets:
Upload Graz aortic dissection CTA + true/false lumen masks (binarised, case-40 masks resampled to image grid, merged map added)
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- README.md +150 -0
- dataset/cta01s/cta01s.nrrd +3 -0
- dataset/cta01s/falselumen01.seg.nrrd +3 -0
- dataset/cta01s/mask01.nrrd +3 -0
- dataset/cta01s/mesh01.stl +3 -0
- dataset/cta01s/truelumen01.seg.nrrd +3 -0
- dataset/cta02s/cta02s.nrrd +3 -0
- dataset/cta02s/falselumen02.seg.nrrd +3 -0
- dataset/cta02s/mask02.nrrd +3 -0
- dataset/cta02s/mesh02.stl +3 -0
- dataset/cta02s/truelumen02.seg.nrrd +3 -0
- dataset/cta03s/cta03s.nrrd +3 -0
- dataset/cta03s/falselumen03.seg.nrrd +3 -0
- dataset/cta03s/mask03.nrrd +3 -0
- dataset/cta03s/mesh03.stl +3 -0
- dataset/cta03s/truelumen03.seg.nrrd +3 -0
- dataset/cta04s/cta04s.nrrd +3 -0
- dataset/cta04s/falselumen04.seg.nrrd +3 -0
- dataset/cta04s/mask04.nrrd +3 -0
- dataset/cta04s/mesh04.stl +3 -0
- dataset/cta04s/truelumen04.seg.nrrd +3 -0
- dataset/cta05s/cta05s.nrrd +3 -0
- dataset/cta05s/falselumen05.seg.nrrd +3 -0
- dataset/cta05s/mask05.nrrd +3 -0
- dataset/cta05s/mesh05.stl +3 -0
- dataset/cta05s/truelumen05.seg.nrrd +3 -0
- dataset/cta06s/cta06s.nrrd +3 -0
- dataset/cta06s/falselumen06.seg.nrrd +3 -0
- dataset/cta06s/mask06.nrrd +3 -0
- dataset/cta06s/mesh06.stl +3 -0
- dataset/cta06s/truelumen06.seg.nrrd +3 -0
- dataset/cta07s/cta07s.nrrd +3 -0
- dataset/cta07s/falselumen07.seg.nrrd +3 -0
- dataset/cta07s/mask07.nrrd +3 -0
- dataset/cta07s/mesh07.stl +3 -0
- dataset/cta07s/truelumen07.seg.nrrd +3 -0
- dataset/cta08s/cta08s.nrrd +3 -0
- dataset/cta08s/falselumen08.seg.nrrd +3 -0
- dataset/cta08s/mask08.nrrd +3 -0
- dataset/cta08s/mesh08.stl +3 -0
- dataset/cta08s/truelumen08.seg.nrrd +3 -0
- dataset/cta09s/cta09s.nrrd +3 -0
- dataset/cta09s/falselumen09.seg.nrrd +3 -0
- dataset/cta09s/mask09.nrrd +3 -0
- dataset/cta09s/mesh09.stl +3 -0
- dataset/cta09s/truelumen09.seg.nrrd +3 -0
- dataset/cta10s/cta10s.nrrd +3 -0
- dataset/cta10s/falselumen10.seg.nrrd +3 -0
- dataset/cta10s/mask10.nrrd +3 -0
- dataset/cta10s/mesh10.stl +3 -0
README.md
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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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# Aortic Dissection (Graz) - CTA with true / false lumen expert annotations
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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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> 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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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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## Contents
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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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**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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## Layout
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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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`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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## What was normalised here (and why)
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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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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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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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## Gotchas
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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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## Annotation provenance - one tier, all of it gold
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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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`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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**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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## Related datasets / leakage
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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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## License
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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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