id stringlengths 1 4 | pid stringclasses 188
values | label_id int32 1 3 | label_name stringclasses 3
values | fold int32 2 5 | image imagewidth (px) 256 512 | mask imagewidth (px) 256 512 | tumor_border listlengths 10 134 |
|---|---|---|---|---|---|---|---|
1 | 100360 | 1 | meningioma | 5 | [
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367.97096188747... | ||
2 | 100360 | 1 | meningioma | 5 | [
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270.27177700... | ||
3 | 100360 | 1 | meningioma | 5 | [
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300.59930313588... | ||
4 | 100360 | 1 | meningioma | 5 | [
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331.81881533101... | ||
5 | 100360 | 1 | meningioma | 5 | [
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340.73867595818... | ||
6 | 100572 | 1 | meningioma | 3 | [
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... | ||
7 | 100572 | 1 | meningioma | 3 | [
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216.75261324041813,
297.923344947735... | ||
8 | 100572 | 1 | meningioma | 3 | [
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302.3832752613240... | ||
9 | 101016 | 1 | meningioma | 4 | [
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319.33101045296166,
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229.240418118... | ||
10 | 101016 | 1 | meningioma | 4 | [
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325.57491289198606,
286.327526132404... | ||
11 | 101016 | 1 | meningioma | 4 | [
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318.43902439... | ||
12 | 101016 | 1 | meningioma | 4 | [
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268.487804878... | ||
13 | 101016 | 1 | meningioma | 4 | [
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255.10801393728224,
314.871080139... | ||
14 | 101016 | 1 | meningioma | 4 | [
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317.547038327... | ||
15 | 101016 | 1 | meningioma | 4 | [
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307.73519163763063,
289.89547038327527,
305.951219512... | ||
16 | 101127 | 1 | meningioma | 4 | [
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250.3555461328888,
215.10139779989018,
257.50856173... | ||
17 | 101127 | 1 | meningioma | 4 | [
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264.0278745644599,
161.44947735191639,
249.7560975609... | ||
18 | 101127 | 1 | meningioma | 4 | [
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186.9729113089261,
237.21393169... | ||
19 | 101127 | 1 | meningioma | 4 | [
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268.64535636987... | ||
20 | 101797 | 1 | meningioma | 5 | [
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320.07877185576285,
250.77731299... | ||
21 | 101797 | 1 | meningioma | 5 | [
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290.6550168649853,
234.8967075072126... | ||
22 | 101797 | 1 | meningioma | 5 | [
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23 | 101797 | 1 | meningioma | 5 | [
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280.08362369337976,
346.98257839721254,
286.3275261324... | ||
26 | 102446 | 1 | meningioma | 3 | [
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392.1764679683977,
220.56636252182... | ||
28 | 102714 | 1 | meningioma | 5 | [
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181.511092164664... | ||
29 | 102714 | 1 | meningioma | 5 | [
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154.7995793935568,
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156.084223205951... | ||
30 | 102714 | 1 | meningioma | 5 | [
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157.5141036072557... | ||
31 | 102714 | 1 | meningioma | 5 | [
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158.828376546... | ||
32 | 102929 | 1 | meningioma | 2 | [
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206.6913074... | ||
33 | 102929 | 1 | meningioma | 2 | [
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252.8992832... | ||
35 | 102985 | 1 | meningioma | 4 | [
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260.0519039893125... | ||
36 | 103673 | 1 | meningioma | 5 | [
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231.61100841767... | ||
37 | 103673 | 1 | meningioma | 5 | [
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225.8207332... | ||
38 | 103673 | 1 | meningioma | 5 | [
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220.9587357318819,
215.82016048230324,
221.601057638079... | ||
39 | 103673 | 1 | meningioma | 5 | [
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213.55222929... | ||
40 | 103673 | 1 | meningioma | 5 | [
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218.025903... | ||
41 | 103673 | 1 | meningioma | 5 | [
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221.3650618443... | ||
42 | 103925 | 1 | meningioma | 4 | [
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281.867595... | ||
43 | 103925 | 1 | meningioma | 4 | [
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276.784215597443... | ||
44 | 103925 | 1 | meningioma | 4 | [
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278.9125759023... | ||
45 | 104167 | 1 | meningioma | 3 | [
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206.8276537... | ||
46 | 104167 | 1 | meningioma | 3 | [
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207.70872... | ||
47 | 104167 | 1 | meningioma | 3 | [
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213.184668989... | ||
48 | 104167 | 1 | meningioma | 3 | [
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219.12363822828277,
200.8633350425925... | ||
49 | 104281 | 1 | meningioma | 3 | [
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377.37350935634... | ||
50 | 104281 | 1 | meningioma | 3 | [
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318.1597096186984... | ||
51 | 104281 | 1 | meningioma | 3 | [
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52 | 104281 | 1 | meningioma | 3 | [
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53 | 104281 | 1 | meningioma | 3 | [
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310.5802412666... | ||
54 | 104281 | 1 | meningioma | 3 | [
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322.209055330... | ||
55 | 104281 | 1 | meningioma | 3 | [
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56 | 105374 | 1 | meningioma | 4 | [
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57 | 105374 | 1 | meningioma | 4 | [
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58 | 105555 | 1 | meningioma | 5 | [
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331.95818194430035... | ||
59 | 58392 | 3 | pituitary | 3 | [
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62 | 106284 | 1 | meningioma | 2 | [
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63 | 106284 | 1 | meningioma | 2 | [
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64 | 106284 | 1 | meningioma | 2 | [
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65 | 106284 | 1 | meningioma | 2 | [
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66 | 106284 | 1 | meningioma | 2 | [
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71 | 106534 | 1 | meningioma | 4 | [
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72 | 106534 | 1 | meningioma | 4 | [
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73 | 106665 | 1 | meningioma | 3 | [
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74 | 106665 | 1 | meningioma | 3 | [
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195.92102... | ||
75 | 106665 | 1 | meningioma | 3 | [
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76 | 106665 | 1 | meningioma | 3 | [
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77 | 106665 | 1 | meningioma | 3 | [
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204.6829461... | ||
78 | 106665 | 1 | meningioma | 3 | [
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226.564459930... | ||
79 | 106665 | 1 | meningioma | 3 | [
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221.509733386... | ||
87 | 106914 | 1 | meningioma | 2 | [
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261.217720546405... | ||
88 | 106914 | 1 | meningioma | 2 | [
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89 | 106914 | 1 | meningioma | 2 | [
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90 | 106914 | 1 | meningioma | 2 | [
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91 | 107190 | 1 | meningioma | 5 | [
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92 | 107190 | 1 | meningioma | 5 | [
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93 | 107248 | 1 | meningioma | 5 | [
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94 | 107248 | 1 | meningioma | 5 | [
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95 | 107248 | 1 | meningioma | 5 | [
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219.681271358347... | ||
96 | 107248 | 1 | meningioma | 5 | [
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97 | 107248 | 1 | meningioma | 5 | [
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305.463265677... | ||
98 | 107248 | 1 | meningioma | 5 | [
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299.7885607314... | ||
99 | 107494 | 1 | meningioma | 4 | [
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100 | 107494 | 1 | meningioma | 4 | [
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101 | 107494 | 1 | meningioma | 4 | [
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184.1047139... | ||
102 | 107494 | 1 | meningioma | 4 | [
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211.102484526... | ||
103 | 107494 | 1 | meningioma | 4 | [
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200.46026810... | ||
104 | 108514 | 1 | meningioma | 5 | [
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131.64419265628... | ||
105 | 108514 | 1 | meningioma | 5 | [
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106 | 108514 | 1 | meningioma | 5 | [
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324.33161210067124,
122.834547120... | ||
107 | 108514 | 1 | meningioma | 5 | [
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118.72035792... | ||
108 | 108514 | 1 | meningioma | 5 | [
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266.63442646333283,
119.8093017588544,
268.9836284586045,
117.46009976358276,
278.96773693850906,
117.46009976358276,
294.8248504065927,
119.80930175... | ||
109 | 108514 | 1 | meningioma | 5 | [
151.431810231982,
261.51521837934484,
139.0809888300828,
265.8111562582663,
129.95212083737465,
266.8851407279967,
126.19317519331835,
271.18107860691816,
124.5821984887228,
280.3099465996263,
124.5821984887228,
290.5127990620648,
128.34114413277908,
306.08557387315517,
135.3220431860265... | ||
110 | 108514 | 1 | meningioma | 5 | [
142.7177700348432,
268.4878048780488,
147.17770034843207,
261.35191637630663,
156.09756097560975,
261.35191637630663,
168.58536585365854,
263.13588850174216,
175.7212543554007,
267.59581881533103,
175.7212543554007,
274.7317073170732,
187.3170731707317,
277.4076655052265,
189.99303135888... | ||
111 | 108550 | 1 | meningioma | 5 | [
239.94425087108013,
185.53310104529618,
244.404181184669,
181.0731707317073,
250.64808362369337,
180.18118466898954,
257.7839721254355,
179.28919860627178,
264.9198606271777,
183.74912891986062,
264.9198606271777,
191.77700348432055,
266.70383275261327,
198.9128919860627,
266.70383275261... | ||
112 | 108550 | 1 | meningioma | 5 | [
309.80930111108864,
171.2422504188244,
313.43987885848424,
185.15946511717408,
312.83478256725164,
193.02571690319783,
310.41439740232124,
201.49706498045416,
306.7838196549257,
209.96841305771048,
303.7583381987627,
216.62447226126903,
299.5226641601346,
222.0703388823624,
298.917567868... | ||
113 | 108590 | 1 | meningioma | 3 | [
277.62498542530034,
170.76353068712862,
271.1810786069181,
171.3005229219938,
263.6631873188055,
176.13345303578046,
258.8302572050189,
178.28142197524122,
255.07131156096256,
182.5773598541627,
253.9973270912322,
189.0212666725449,
253.9973270912322,
197.07615019552267,
255.608303795827... | ||
114 | 108590 | 1 | meningioma | 3 | [
281.22309152873055,
167.90128655415987,
271.50979395948167,
168.82636251313596,
264.10918628767297,
171.13905241057617,
258.0961925543284,
176.68950816443268,
254.85842669791208,
180.85234997982508,
253.47081275944794,
186.86534371316966,
253.00827477995992,
192.87833744651422,
254.39588... | ||
115 | 108945 | 1 | meningioma | 4 | [
232.5240134919883,
181.51109216466435,
224.8127579425091,
182.10426566847045,
220.66054341586644,
185.66330669130699,
211.76294085877507,
191.00186822556182,
207.01755282832633,
193.9677357445923,
200.4926442864593,
200.4926442864593,
197.52677676742883,
206.42437932452023,
196.340429759... | ||
116 | 108945 | 1 | meningioma | 4 | [
225.0958203385254,
184.55436882594154,
213.59899080510613,
187.57985028210453,
203.91745014538458,
192.4206206119653,
193.0257169031979,
200.8919686892216,
187.57985028210453,
208.15312418401277,
186.97475399087193,
212.99389451387353,
190.6053317382675,
225.0958203385254,
196.6562946505... | ||
117 | 108945 | 1 | meningioma | 4 | [
239.05226480836237,
258.6759581881533,
229.2404181184669,
268.4878048780488,
230.13240418118468,
277.4076655052265,
233.70034843205576,
284.54355400696863,
231.9163763066202,
297.9233449477352,
230.13240418118468,
303.2752613240418,
230.13240418118468,
309.5191637630662,
225.672473867595... |
Figshare Brain Tumor Dataset (Cheng et al. 2015)
Brain tumor MRI dataset from Cheng et al., hosted on Figshare. 3064 T1-weighted contrast-enhanced MRI slices from 233 patients with three kinds of brain tumor:
- Meningioma — 708 slices
- Glioma — 1426 slices
- Pituitary tumor — 930 slices
Each slice ships with both a per-pixel binary tumor mask and the original hand-delineated tumor border polyline.
Schema
| Column | Type | Description |
|---|---|---|
id |
string |
Slice ID, "1" to "3064" |
pid |
string |
Patient ID (used to keep splits patient-disjoint) |
label_id |
int32 |
1 = meningioma, 2 = glioma, 3 = pituitary |
label_name |
string |
"meningioma" / "glioma" / "pituitary" |
fold |
int32 |
Pre-computed 5-fold CV index (1..5, patient-disjoint) |
image |
Image |
16-bit grayscale PNG, 512×512, raw T1-CE MRI |
mask |
Image |
8-bit grayscale PNG, 512×512, 0 = bg / 255 = tumor |
tumor_border |
list[float] |
Polyline coordinates [x1, y1, x2, y2, ...] of the manual border |
Splits
| Split | Source | Count |
|---|---|---|
| train | folds 2-5 | 2522 |
| test | fold 1 | 542 |
The fold column is preserved on every row so users can run other CV protocols
(rotate which fold is held out, etc.). Fold assignment is patient-level, so no
patient appears in both train and test of any fold.
Acquisition
T1-weighted contrast-enhanced MRI (after Gd-DTPA injection, 0.1 mmol/kg @ 2 ml/s) acquired between 2005-09 and 2010-10 at Nanfang Hospital (Guangzhou) and General Hospital of Tianjin Medical University, China. In-plane 512×512, pixel spacing 0.49×0.49 mm, slice thickness 6 mm, slice gap 1 mm.
Mask sources
The upstream .mat files ship two semantically equivalent encodings of the
same manual annotation:
cjdata.tumorBorder— raw polyline coordinates as drawn by the radiologist.cjdata.tumorMask— the convenience rasterisation of that polyline as a binary 512×512 image.
This mirror exposes both: mask is the rasterised version (recommended ground
truth for segmentation), tumor_border is the raw polyline.
License
CC BY 4.0 — free use including commercial, attribution required.
Citation
@article{cheng2015enhanced,
title = {Enhanced Performance of Brain Tumor Classification via Tumor Region Augmentation and Partition},
author = {Cheng, Jun and Huang, Wei and Cao, Shuangliang and Yang, Ru and Yang, Wei and Yun, Zhaoqiang and Wang, Zhijian and Feng, Qianjin},
journal = {PLOS ONE},
volume = {10},
number = {10},
pages = {e0140381},
year = {2015},
doi = {10.1371/journal.pone.0140381}
}
Source
- Figshare: https://figshare.com/articles/dataset/brain_tumor_dataset/1512427
- DOI: 10.6084/m9.figshare.1512427
- Paper: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0140381
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