lesion_id
stringlengths 11
11
| image
imagewidth (px) 600
600
| dx
stringclasses 2
values | dx_type
stringclasses 4
values | age
float64 0
85
⌀ | sex
stringclasses 3
values | localization
stringclasses 15
values | dataset
stringclasses 4
values | label
stringclasses 2
values |
|---|---|---|---|---|---|---|---|---|
HAM_0004422
|
benign
|
histo
| 70
|
female
|
upper extremity
|
rosendahl
|
benign
|
|
HAM_0001960
|
benign
|
follow_up
| 40
|
male
|
trunk
|
vidir_molemax
|
benign
|
|
HAM_0000510
|
benign
|
follow_up
| 45
|
female
|
trunk
|
vidir_molemax
|
benign
|
|
HAM_0003878
|
benign
|
follow_up
| 30
|
female
|
foot
|
vidir_molemax
|
benign
|
|
HAM_0004226
|
benign
|
histo
| 25
|
female
|
trunk
|
vidir_modern
|
benign
|
|
HAM_0007372
|
benign
|
consensus
| 55
|
male
|
trunk
|
vidir_molemax
|
benign
|
|
HAM_0006371
|
benign
|
consensus
| 35
|
female
|
lower extremity
|
vidir_modern
|
benign
|
|
HAM_0005884
|
benign
|
histo
| 30
|
male
|
back
|
rosendahl
|
benign
|
|
HAM_0004994
|
benign
|
follow_up
| 40
|
female
|
abdomen
|
vidir_molemax
|
benign
|
|
HAM_0006648
|
benign
|
follow_up
| 45
|
male
|
back
|
vidir_molemax
|
benign
|
|
HAM_0002253
|
benign
|
histo
| 35
|
male
|
back
|
vidir_modern
|
benign
|
|
HAM_0005712
|
benign
|
consensus
| 5
|
female
|
foot
|
vidir_modern
|
benign
|
|
HAM_0004836
|
benign
|
histo
| 35
|
male
|
lower extremity
|
rosendahl
|
benign
|
|
HAM_0001322
|
benign
|
follow_up
| 45
|
male
|
back
|
vidir_molemax
|
benign
|
|
HAM_0002316
|
benign
|
histo
| 35
|
male
|
face
|
rosendahl
|
benign
|
|
HAM_0005592
|
benign
|
follow_up
| 50
|
male
|
foot
|
vidir_molemax
|
benign
|
|
HAM_0000412
|
benign
|
consensus
| 70
|
male
|
trunk
|
vidir_modern
|
benign
|
|
HAM_0002135
|
benign
|
histo
| 50
|
male
|
scalp
|
vidir_modern
|
benign
|
|
HAM_0006081
|
benign
|
follow_up
| 45
|
male
|
upper extremity
|
vidir_molemax
|
benign
|
|
HAM_0001855
|
benign
|
histo
| 75
|
male
|
back
|
vidir_modern
|
benign
|
|
HAM_0003654
|
benign
|
follow_up
| 50
|
female
|
trunk
|
vidir_molemax
|
benign
|
|
HAM_0006981
|
benign
|
follow_up
| 45
|
female
|
foot
|
vidir_molemax
|
benign
|
|
HAM_0003317
|
benign
|
consensus
| 55
|
male
|
face
|
vidir_modern
|
benign
|
|
HAM_0000194
|
benign
|
histo
| 50
|
female
|
lower extremity
|
rosendahl
|
benign
|
|
HAM_0004504
|
benign
|
follow_up
| 65
|
male
|
abdomen
|
vidir_molemax
|
benign
|
|
HAM_0006469
|
benign
|
consensus
| 5
|
male
|
upper extremity
|
vidir_modern
|
benign
|
|
HAM_0004082
|
benign
|
follow_up
| 40
|
male
|
back
|
vidir_molemax
|
benign
|
|
HAM_0001461
|
benign
|
follow_up
| 45
|
male
|
lower extremity
|
vidir_molemax
|
benign
|
|
HAM_0003609
|
benign
|
consensus
| 30
|
male
|
foot
|
vidir_modern
|
benign
|
|
HAM_0001972
|
benign
|
follow_up
| 70
|
female
|
lower extremity
|
vidir_molemax
|
benign
|
|
HAM_0004497
|
benign
|
follow_up
| 40
|
female
|
trunk
|
vidir_molemax
|
benign
|
|
HAM_0002515
|
benign
|
histo
| 50
|
male
|
back
|
rosendahl
|
benign
|
|
HAM_0003643
|
benign
|
follow_up
| 50
|
female
|
back
|
vidir_molemax
|
benign
|
|
HAM_0006957
|
benign
|
follow_up
| 45
|
female
|
lower extremity
|
vidir_molemax
|
benign
|
|
HAM_0004650
|
benign
|
follow_up
| 35
|
female
|
lower extremity
|
vidir_molemax
|
benign
|
|
HAM_0003254
|
benign
|
histo
| 40
|
female
|
back
|
vidir_modern
|
benign
|
|
HAM_0006891
|
benign
|
follow_up
| 50
|
male
|
trunk
|
vidir_molemax
|
benign
|
|
HAM_0003257
|
benign
|
follow_up
| 75
|
male
|
back
|
vidir_molemax
|
benign
|
|
HAM_0000939
|
benign
|
follow_up
| 35
|
female
|
trunk
|
vidir_molemax
|
benign
|
|
HAM_0007536
|
benign
|
follow_up
| 55
|
female
|
abdomen
|
vidir_molemax
|
benign
|
|
HAM_0002823
|
benign
|
histo
| 35
|
female
|
face
|
rosendahl
|
benign
|
|
HAM_0000715
|
benign
|
follow_up
| 50
|
male
|
trunk
|
vidir_molemax
|
benign
|
|
HAM_0005474
|
benign
|
follow_up
| 45
|
female
|
lower extremity
|
vidir_molemax
|
benign
|
|
HAM_0000965
|
benign
|
histo
| 45
|
female
|
back
|
vidir_modern
|
benign
|
|
HAM_0003259
|
benign
|
histo
| 40
|
male
|
lower extremity
|
vidir_modern
|
benign
|
|
HAM_0005157
|
benign
|
histo
| 40
|
male
|
chest
|
rosendahl
|
benign
|
|
HAM_0003487
|
benign
|
consensus
| 40
|
male
|
lower extremity
|
vidir_modern
|
benign
|
|
HAM_0003464
|
benign
|
follow_up
| 65
|
female
|
lower extremity
|
vidir_molemax
|
benign
|
|
HAM_0001752
|
benign
|
consensus
| 70
|
female
|
lower extremity
|
vidir_molemax
|
benign
|
|
HAM_0007286
|
benign
|
follow_up
| 50
|
female
|
lower extremity
|
vidir_molemax
|
benign
|
|
HAM_0002279
|
benign
|
follow_up
| 45
|
female
|
lower extremity
|
vidir_molemax
|
benign
|
|
HAM_0002724
|
benign
|
consensus
| 70
|
male
|
upper extremity
|
vidir_modern
|
benign
|
|
HAM_0006506
|
benign
|
histo
| 55
|
male
|
back
|
rosendahl
|
benign
|
|
HAM_0004660
|
benign
|
histo
| 80
|
male
|
scalp
|
rosendahl
|
benign
|
|
HAM_0001394
|
benign
|
follow_up
| 55
|
female
|
lower extremity
|
vidir_molemax
|
benign
|
|
HAM_0006313
|
benign
|
follow_up
| 45
|
male
|
trunk
|
vidir_molemax
|
benign
|
|
HAM_0007282
|
benign
|
follow_up
| 50
|
male
|
abdomen
|
vidir_molemax
|
benign
|
|
HAM_0002164
|
benign
|
consensus
| null |
unknown
|
unknown
|
vidir_modern
|
benign
|
|
HAM_0004061
|
benign
|
follow_up
| 40
|
female
|
abdomen
|
vidir_molemax
|
benign
|
|
HAM_0007120
|
benign
|
follow_up
| 60
|
male
|
trunk
|
vidir_molemax
|
benign
|
|
HAM_0006688
|
benign
|
follow_up
| 50
|
male
|
abdomen
|
vidir_molemax
|
benign
|
|
HAM_0005176
|
benign
|
histo
| 70
|
male
|
back
|
rosendahl
|
benign
|
|
HAM_0006190
|
benign
|
histo
| 65
|
female
|
lower extremity
|
rosendahl
|
benign
|
|
HAM_0003287
|
benign
|
consensus
| 80
|
male
|
upper extremity
|
vidir_molemax
|
benign
|
|
HAM_0003713
|
benign
|
histo
| 35
|
male
|
trunk
|
vidir_modern
|
benign
|
|
HAM_0007387
|
benign
|
follow_up
| 75
|
female
|
abdomen
|
vidir_molemax
|
benign
|
|
HAM_0004896
|
benign
|
follow_up
| 40
|
male
|
abdomen
|
vidir_molemax
|
benign
|
|
HAM_0006249
|
benign
|
follow_up
| 50
|
female
|
back
|
vidir_molemax
|
benign
|
|
HAM_0007254
|
benign
|
follow_up
| 50
|
female
|
lower extremity
|
vidir_molemax
|
benign
|
|
HAM_0000678
|
benign
|
follow_up
| 40
|
female
|
trunk
|
vidir_molemax
|
benign
|
|
HAM_0007144
|
benign
|
histo
| 70
|
female
|
back
|
rosendahl
|
benign
|
|
HAM_0005227
|
benign
|
histo
| 75
|
male
|
face
|
vidir_modern
|
benign
|
|
HAM_0002438
|
benign
|
follow_up
| 75
|
female
|
trunk
|
vidir_molemax
|
benign
|
|
HAM_0001288
|
benign
|
follow_up
| 60
|
male
|
lower extremity
|
vidir_molemax
|
benign
|
|
HAM_0000084
|
benign
|
follow_up
| 70
|
male
|
abdomen
|
vidir_molemax
|
benign
|
|
HAM_0000978
|
benign
|
follow_up
| 55
|
male
|
abdomen
|
vidir_molemax
|
benign
|
|
HAM_0006615
|
benign
|
histo
| 45
|
male
|
trunk
|
vidir_modern
|
benign
|
|
HAM_0005944
|
benign
|
follow_up
| 45
|
male
|
abdomen
|
vidir_molemax
|
benign
|
|
HAM_0004731
|
benign
|
follow_up
| 50
|
female
|
upper extremity
|
vidir_molemax
|
benign
|
|
HAM_0003585
|
benign
|
histo
| 75
|
male
|
back
|
rosendahl
|
benign
|
|
HAM_0002563
|
benign
|
follow_up
| 50
|
female
|
lower extremity
|
vidir_molemax
|
benign
|
|
HAM_0007260
|
benign
|
histo
| 60
|
male
|
chest
|
rosendahl
|
benign
|
|
HAM_0000576
|
benign
|
follow_up
| 55
|
male
|
foot
|
vidir_molemax
|
benign
|
|
HAM_0003077
|
benign
|
follow_up
| 40
|
female
|
lower extremity
|
vidir_molemax
|
benign
|
|
HAM_0000838
|
benign
|
follow_up
| 45
|
male
|
upper extremity
|
vidir_molemax
|
benign
|
|
HAM_0004128
|
benign
|
histo
| 20
|
male
|
lower extremity
|
vidir_modern
|
benign
|
|
HAM_0007292
|
benign
|
follow_up
| 45
|
male
|
trunk
|
vidir_molemax
|
benign
|
|
HAM_0005925
|
benign
|
histo
| 85
|
female
|
upper extremity
|
rosendahl
|
benign
|
|
HAM_0005894
|
benign
|
histo
| 45
|
female
|
back
|
rosendahl
|
benign
|
|
HAM_0007518
|
benign
|
histo
| 60
|
male
|
back
|
rosendahl
|
benign
|
|
HAM_0001137
|
benign
|
histo
| 60
|
female
|
chest
|
vienna_dias
|
benign
|
|
HAM_0007284
|
benign
|
histo
| 60
|
female
|
back
|
rosendahl
|
benign
|
|
HAM_0001541
|
benign
|
consensus
| 30
|
male
|
trunk
|
vidir_modern
|
benign
|
|
HAM_0000589
|
benign
|
histo
| 15
|
female
|
neck
|
vidir_modern
|
benign
|
|
HAM_0001206
|
benign
|
follow_up
| 55
|
male
|
abdomen
|
vidir_molemax
|
benign
|
|
HAM_0007472
|
benign
|
follow_up
| 60
|
male
|
abdomen
|
vidir_molemax
|
benign
|
|
HAM_0000262
|
benign
|
histo
| 60
|
male
|
abdomen
|
vidir_modern
|
benign
|
|
HAM_0005918
|
benign
|
consensus
| 35
|
female
|
lower extremity
|
vidir_molemax
|
benign
|
|
HAM_0000101
|
benign
|
follow_up
| 75
|
female
|
abdomen
|
vidir_molemax
|
benign
|
|
HAM_0005573
|
benign
|
histo
| 45
|
female
|
trunk
|
vidir_modern
|
benign
|
End of preview. Expand
in Data Studio
DermAI Workshop: Balanced Binary Skin Lesion Dataset
Dataset Description
This dataset is a modified version of the HAM10000 ("Human Against Machine with 10000 training images") dataset. It has been prepared specifically for educational purposes for the "DermAI: Building an AI-Powered Skin Lesion Classifier" workshop at the UTD Biotech Club.
The original dataset contains 7 classes of skin lesions. This version has been processed into binary classes: 'Benign' and 'Malignant'.
This repository contains:
train_balanced_2k: A training set with 2K original images between the two classes.test_binary: A test set with binary labels.
Original Source & Citation
This dataset is a derivative of the HAM10000 dataset. Please cite the original authors if you use this data:
- Original Dataset Link: https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/DBW86T
- Publication: Tschandl, P., Rosendahl, C. & Kittler, H. The HAM10000 dataset, a large collection of multi-source dermatoscopic images of common pigmented skin lesions. Sci. Data 5, 180161 doi:10.1038/sdata.2018.161 (2018).
Licensing Information
This derivative dataset is shared under the same license as the original: Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0). It is intended for non-commercial, educational use only.
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