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stringlengths
5
8
sample_id
stringlengths
5
24
num_slices_axial
int32
51
1.28k
shape_x
int32
114
768
shape_y
int32
168
1.87k
shape_z
int32
51
1.28k
vertebrae_present
listlengths
5
25
ct_middle_slice
imagewidth (px)
168
1.87k
mask_middle_slice
imagewidth (px)
168
1.87k
overlay_middle_slice
imagewidth (px)
168
1.87k
GL003
GL003
214
512
512
214
[ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12 ]
GL016
GL016
180
512
512
180
[ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11 ]
GL047
GL047
181
512
512
181
[ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11 ]
GL090
GL090_CT-ax
171
512
512
171
[ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10 ]
GL124
GL124_CT-ax
190
512
512
190
[ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10 ]
GL240
GL240_CT-ax
174
512
512
174
[ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10 ]
GL247
GL247
228
512
512
228
[ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13 ]
GL295
GL295_CT-ax
221
512
512
221
[ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12 ]
GL364
GL364_CT-ax
149
512
512
149
[ 1, 2, 3, 4, 5, 6, 7, 8 ]
GL453
GL453_CT-ax
181
512
512
181
[ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10 ]
verse004
verse004
61
161
338
61
[ 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse005
verse005
154
154
295
154
[ 20, 21, 22, 23, 24 ]
verse008
verse008
73
269
269
73
[ 19, 20, 21, 22, 23, 24 ]
verse015
verse015
58
291
291
58
[ 19, 20, 21, 22, 23, 24 ]
verse031
verse031
74
216
216
74
[ 20, 21, 22, 23, 24 ]
verse033
verse033
81
275
605
81
[ 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse034
verse034
97
231
462
97
[ 17, 18, 19, 20, 21, 22, 23, 24 ]
verse056
verse056
115
183
363
115
[ 18, 19, 20, 21, 22, 23, 24 ]
verse075
verse075
252
381
381
252
[ 16, 17, 18, 19, 20, 21, 22 ]
verse082
verse082_CT-iso
709
444
444
709
[ 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse088
verse088
372
250
250
372
[ 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse091
verse091
619
365
365
619
[ 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse096
verse096
669
369
369
669
[ 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse097
verse097
541
382
382
541
[ 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse104
verse104_CT-iso
497
312
312
497
[ 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse111
verse111
269
187
187
269
[ 18, 19, 20, 21, 22, 23, 24 ]
verse113
verse113
211
183
183
211
[ 21, 22, 23, 24, 25 ]
verse122
verse122
509
168
168
509
[ 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse127
verse127
637
350
350
637
[ 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse135
verse135
640
380
380
640
[ 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse145
verse145
619
357
357
619
[ 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse254
verse254
61
194
636
61
[ 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse401
verse401_verse201_CT-iso
152
152
179
152
[ 1, 2, 3, 4, 5, 6, 7, 8, 9 ]
verse401
verse401_verse253_CT-iso
594
371
371
594
[ 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse403
verse403_verse208_CT-sag
51
221
243
51
[ 1, 2, 3, 4, 5, 6, 7, 8, 9 ]
verse403
verse403_verse255_CT-sag
174
346
705
174
[ 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25 ]
verse405
verse405_verse212_CT-sag
82
246
279
82
[ 1, 2, 3, 4, 5, 6, 7, 8, 9 ]
verse405
verse405_verse258_CT-sag
61
143
379
61
[ 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19 ]
verse405
verse405_verse259_CT-sag
135
228
376
135
[ 20, 21, 22, 23, 24 ]
verse406
verse406_verse214_CT-sag
75
283
239
75
[ 1, 2, 3, 4, 5, 6, 7, 8, 9 ]
verse406
verse406_verse261_CT-sag
68
216
568
68
[ 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25 ]
verse407
verse407_verse215_CT-sag
61
114
198
61
[ 1, 2, 3, 4, 5, 6, 7 ]
verse407
verse407_verse262_CT-sag
61
195
629
61
[ 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse408
verse408_verse223_CT-iso
183
210
210
183
[ 1, 2, 3, 4, 5, 6, 7, 8 ]
verse408
verse408_verse265_CT-iso
571
250
250
571
[ 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse409
verse409_verse226_CT-iso
270
287
287
270
[ 1, 2, 3, 4, 5, 6, 7, 8, 9 ]
verse409
verse409_verse266_CT-iso
589
222
222
589
[ 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse410
verse410_verse227_CT-iso
214
257
257
214
[ 1, 2, 3, 4, 5, 6, 7, 8 ]
verse410
verse410_verse267_CT-iso
543
208
208
543
[ 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse411
verse411_verse232_CT-iso
184
173
173
184
[ 1, 2, 3, 4, 5, 6, 7, 8 ]
verse411
verse411_verse270_CT-iso
559
317
317
559
[ 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse413
verse413_verse239_CT-iso
258
182
182
258
[ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11 ]
verse413
verse413_verse272_CT-iso
603
209
209
603
[ 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse415
verse415_verse243_CT-sag
61
160
213
61
[ 1, 2, 3, 4, 5, 6, 7, 8 ]
verse415
verse415_verse275_CT-sag
88
179
692
88
[ 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse503
verse503
740
768
768
740
[ 18, 19, 20, 21, 22, 23 ]
verse504
verse504
460
512
512
460
[ 18, 19, 20, 21, 22, 23, 24 ]
verse506
verse506_CT-iso
817
512
512
817
[ 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25 ]
verse507
verse507
665
768
768
665
[ 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse510
verse510_CT-iso
722
512
512
722
[ 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse514
verse514
688
512
512
688
[ 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse518
verse518
743
512
512
743
[ 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse519
verse519_CT-iso
738
512
512
738
[ 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25 ]
verse521
verse521
487
512
512
487
[ 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse525
verse525
119
512
1,229
119
[ 20, 21, 22, 23, 24, 25 ]
verse527
verse527
589
512
512
589
[ 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse532
verse532
993
512
512
993
[ 17, 18, 19, 20, 21, 22, 23, 24, 25 ]
verse533
verse533
1,182
512
512
1,182
[ 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse534
verse534
506
512
512
506
[ 17, 18, 19, 20, 21, 22, 23, 24 ]
verse535
verse535
550
512
512
550
[ 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse536
verse536
610
512
512
610
[ 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse537
verse537
493
512
512
493
[ 17, 18, 19, 20, 21, 22, 23, 24 ]
verse539
verse539_CT-iso
678
512
512
678
[ 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25 ]
verse541
verse541
534
512
512
534
[ 17, 18, 19, 20, 21, 22, 23, 24 ]
verse542
verse542_CT-iso
755
512
512
755
[ 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25 ]
verse544
verse544
528
512
512
528
[ 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 21 ]
verse557
verse557
699
512
512
699
[ 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse561
verse561_CT-sag
134
512
1,459
134
[ 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse565
verse565_CT-iso
621
512
512
621
[ 16, 17, 18, 19, 20, 21, 22, 23, 24, 25 ]
verse577
verse577_CT-iso
1,284
556
512
1,284
[ 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25 ]
verse581
verse581_CT-iso
991
512
512
991
[ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24 ]
verse584
verse584
545
512
512
545
[ 16, 17, 18, 19, 20, 21, 22, 23 ]
verse586
verse586_CT-iso
792
512
512
792
[ 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25 ]
verse588
verse588_CT-sag
173
512
1,357
173
[ 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 28 ]
verse593
verse593_CT-sag
164
512
1,338
164
[ 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25 ]
verse594
verse594
583
512
512
583
[ 15, 16, 17, 18, 19, 20, 21, 22, 23 ]
verse596
verse596_CT-iso
319
512
512
319
[ 9, 10, 11, 12, 13, 14, 15, 16, 17, 18 ]
verse605
verse605_CT-sag
95
512
1,053
95
[ 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25 ]
verse619
verse619_CT-iso
723
512
512
723
[ 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25 ]
verse629
verse629_CT-iso
689
512
512
689
[ 18, 19, 20, 21, 22, 23, 24 ]
verse631
verse631_CT-sag
158
512
1,190
158
[ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 28 ]
verse641
verse641_CT-iso
407
512
512
407
[ 1, 2, 3, 4, 5, 6, 7, 8, 9 ]
verse642
verse642_CT-sag
125
512
1,869
125
[ 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24, 25 ]
verse646
verse646_CT-iso
755
512
512
755
[ 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse807
verse807_CT-iso
725
512
512
725
[ 17, 18, 19, 20, 21, 22, 23, 24 ]
verse808
verse808_CT-iso
613
512
512
613
[ 17, 18, 19, 20, 21, 22, 23, 24 ]
verse811
verse811_CT-ax
342
512
512
342
[ 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse818
verse818_CT-iso
479
512
512
479
[ 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
verse820
verse820_CT-iso
468
512
512
468
[ 17, 18, 19, 20, 21, 22, 23, 24 ]
verse823
verse823_CT-iso
1,214
512
512
1,214
[ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 ]
End of preview. Expand in Data Studio

VERSE20 — Vertebrae Segmentation Challenge 2020

3D CT vertebrae segmentation benchmark from the MICCAI 2020 challenge. Multi-detector CT scans of the cervical, thoracic, and lumbar spine with manually corrected per-vertebra segmentation masks.

Dataset Summary

Field Details
Modality CT (multi-detector, multi-vendor)
Body Part Spine (cervical C1–C7, thoracic T1–T12, lumbar L1–L6)
Subjects ~286 unique subjects
Series (CT volumes) 303
Splits 01_training (104) / 02_validation (99) / 03_test (100)
Annotated vertebrae 4,142 (paper figure across all splits)
License CC BY-SA 4.0 (data) / MIT (code)
Source OSF b2wxj (MICCAI structure) — https://osf.io/b2wxj/

Mask Convention

Voxel values 1–25 encode individual vertebrae:

  • 1–7 cervical (C1–C7)
  • 8–19 thoracic (T1–T12)
  • 20–25 lumbar (L1–L5; L6 is rare transitional)
  • 28 T13 (rare transitional thoracic)

Data Layout

VERSE20/
  01_training/{subject}/{subject}{_CT-iso|_CT-sag|_CT_ax|}.nii.gz       # CT volume
  01_training/{subject}/{subject}{_CT-iso|_CT-sag|_CT_ax|}_seg.nii.gz   # segmentation
  01_training/{subject}/{subject}{_CT-iso|_CT-sag|_CT_ax|}_iso-ctd.json # centroids
  02_validation/...
  03_test/...

data/
  train-*.parquet, validation-*.parquet, test-*.parquet  # Dataset Viewer preview
                                                          # (middle slice + mask + overlay)

Some subjects have multiple acquisitions (_CT-iso, _CT-sag, _CT_ax) — each is a separate (CT, seg, centroids) triplet.

Manifests (train.jsonl, validation.jsonl, test.jsonl)

One JSON object per CT series:

{
  "image": "VERSE20/01_training/verse008/verse008.nii.gz",
  "mask":  "VERSE20/01_training/verse008/verse008_seg.nii.gz",
  "centroids": "VERSE20/01_training/verse008/verse008_iso-ctd.json",
  "subject_id": "verse008",
  "sample_id":  "verse008",
  "label":      [<26 vertebra-name strings>],
  "vertebrae_present": [19, 20, 21, 22, 23, 24],
  "modality":   "CT"
}

The 26-name label list mirrors the existing VerSe convention so the EasyMedSeg data_preprocess.VerSe function can be reused without changes.

Citation

@article{sekuboyina2021verse,
  title   = {VerSe: A Vertebrae labelling and segmentation benchmark for multi-detector CT images},
  author  = {Sekuboyina, Anjany and Husseini, Malek E. and Bayat, Amirhossein and Loeffler, Maximilian and Liebl, Hans and Li, Hongwei and Tetteh, Giles and others},
  journal = {Medical Image Analysis},
  volume  = {73},
  pages   = {102166},
  year    = {2021},
  doi     = {10.1016/j.media.2021.102166}
}

@article{liebl2021ctvertebral,
  title   = {A computed tomography vertebral segmentation dataset with anatomical variations and multi-vendor scanner data},
  author  = {Liebl, Hans and Schinz, David and Sekuboyina, Anjany and others},
  journal = {Scientific Data},
  volume  = {8},
  number  = {284},
  year    = {2021},
  doi     = {10.1038/s41597-021-01060-0}
}
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