lesion_id
stringlengths 11
11
| image
imagewidth (px) 600
600
| dx
stringclasses 7
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_0000118
|
bkl
|
histo
| 80
|
male
|
scalp
|
vidir_modern
|
benign
|
|
HAM_0000118
|
bkl
|
histo
| 80
|
male
|
scalp
|
vidir_modern
|
benign
|
|
HAM_0002730
|
bkl
|
histo
| 80
|
male
|
scalp
|
vidir_modern
|
benign
|
|
HAM_0002730
|
bkl
|
histo
| 80
|
male
|
scalp
|
vidir_modern
|
benign
|
|
HAM_0001466
|
bkl
|
histo
| 75
|
male
|
ear
|
vidir_modern
|
benign
|
|
HAM_0001466
|
bkl
|
histo
| 75
|
male
|
ear
|
vidir_modern
|
benign
|
|
HAM_0002761
|
bkl
|
histo
| 60
|
male
|
face
|
vidir_modern
|
benign
|
|
HAM_0002761
|
bkl
|
histo
| 60
|
male
|
face
|
vidir_modern
|
benign
|
|
HAM_0005132
|
bkl
|
histo
| 70
|
female
|
back
|
vidir_modern
|
benign
|
|
HAM_0005132
|
bkl
|
histo
| 70
|
female
|
back
|
vidir_modern
|
benign
|
|
HAM_0001396
|
bkl
|
histo
| 55
|
female
|
trunk
|
vidir_modern
|
benign
|
|
HAM_0004234
|
bkl
|
histo
| 85
|
female
|
chest
|
vidir_modern
|
benign
|
|
HAM_0004234
|
bkl
|
histo
| 85
|
female
|
chest
|
vidir_modern
|
benign
|
|
HAM_0001949
|
bkl
|
histo
| 70
|
male
|
trunk
|
vidir_modern
|
benign
|
|
HAM_0001949
|
bkl
|
histo
| 70
|
male
|
trunk
|
vidir_modern
|
benign
|
|
HAM_0007207
|
bkl
|
histo
| 65
|
male
|
back
|
vidir_modern
|
benign
|
|
HAM_0001601
|
bkl
|
histo
| 75
|
male
|
upper extremity
|
vidir_modern
|
benign
|
|
HAM_0001601
|
bkl
|
histo
| 75
|
male
|
upper extremity
|
vidir_modern
|
benign
|
|
HAM_0007571
|
bkl
|
histo
| 70
|
male
|
chest
|
vidir_modern
|
benign
|
|
HAM_0007571
|
bkl
|
histo
| 70
|
male
|
chest
|
vidir_modern
|
benign
|
|
HAM_0006071
|
bkl
|
histo
| 70
|
female
|
face
|
vidir_modern
|
benign
|
|
HAM_0003301
|
bkl
|
histo
| 60
|
male
|
back
|
vidir_modern
|
benign
|
|
HAM_0003301
|
bkl
|
histo
| 60
|
male
|
back
|
vidir_modern
|
benign
|
|
HAM_0004884
|
bkl
|
histo
| 75
|
male
|
upper extremity
|
vidir_modern
|
benign
|
|
HAM_0004884
|
bkl
|
histo
| 75
|
male
|
upper extremity
|
vidir_modern
|
benign
|
|
HAM_0002521
|
bkl
|
histo
| 40
|
male
|
upper extremity
|
vidir_modern
|
benign
|
|
HAM_0002521
|
bkl
|
histo
| 40
|
male
|
upper extremity
|
vidir_modern
|
benign
|
|
HAM_0006574
|
bkl
|
histo
| 40
|
male
|
back
|
vidir_modern
|
benign
|
|
HAM_0006574
|
bkl
|
histo
| 40
|
male
|
back
|
vidir_modern
|
benign
|
|
HAM_0001480
|
bkl
|
histo
| 70
|
male
|
abdomen
|
vidir_modern
|
benign
|
|
HAM_0001480
|
bkl
|
histo
| 70
|
male
|
abdomen
|
vidir_modern
|
benign
|
|
HAM_0005772
|
bkl
|
histo
| 60
|
female
|
face
|
vidir_modern
|
benign
|
|
HAM_0005772
|
bkl
|
histo
| 60
|
female
|
face
|
vidir_modern
|
benign
|
|
HAM_0005612
|
bkl
|
histo
| 80
|
male
|
scalp
|
vidir_modern
|
benign
|
|
HAM_0005388
|
bkl
|
histo
| 80
|
male
|
chest
|
rosendahl
|
benign
|
|
HAM_0000351
|
bkl
|
histo
| 85
|
male
|
back
|
vidir_modern
|
benign
|
|
HAM_0000351
|
bkl
|
histo
| 85
|
male
|
back
|
vidir_modern
|
benign
|
|
HAM_0003847
|
bkl
|
histo
| 85
|
male
|
upper extremity
|
vidir_modern
|
benign
|
|
HAM_0003847
|
bkl
|
histo
| 85
|
male
|
upper extremity
|
vidir_modern
|
benign
|
|
HAM_0003847
|
bkl
|
histo
| 85
|
male
|
upper extremity
|
vidir_modern
|
benign
|
|
HAM_0003847
|
bkl
|
histo
| 85
|
male
|
upper extremity
|
vidir_modern
|
benign
|
|
HAM_0000164
|
bkl
|
histo
| 60
|
male
|
chest
|
vidir_modern
|
benign
|
|
HAM_0000164
|
bkl
|
histo
| 60
|
male
|
chest
|
vidir_modern
|
benign
|
|
HAM_0007409
|
bkl
|
histo
| 50
|
male
|
upper extremity
|
vidir_modern
|
benign
|
|
HAM_0007409
|
bkl
|
histo
| 50
|
male
|
upper extremity
|
vidir_modern
|
benign
|
|
HAM_0007409
|
bkl
|
histo
| 50
|
male
|
upper extremity
|
vidir_modern
|
benign
|
|
HAM_0002299
|
bkl
|
histo
| 75
|
female
|
face
|
vidir_modern
|
benign
|
|
HAM_0002299
|
bkl
|
histo
| 75
|
female
|
face
|
vidir_modern
|
benign
|
|
HAM_0007010
|
bkl
|
histo
| 40
|
male
|
trunk
|
vidir_modern
|
benign
|
|
HAM_0007010
|
bkl
|
histo
| 40
|
male
|
trunk
|
vidir_modern
|
benign
|
|
HAM_0003670
|
bkl
|
histo
| 80
|
female
|
unknown
|
vidir_modern
|
benign
|
|
HAM_0007125
|
bkl
|
histo
| 75
|
male
|
back
|
vidir_modern
|
benign
|
|
HAM_0007125
|
bkl
|
histo
| 75
|
male
|
back
|
vidir_modern
|
benign
|
|
HAM_0001221
|
bkl
|
histo
| 45
|
male
|
upper extremity
|
vidir_modern
|
benign
|
|
HAM_0001221
|
bkl
|
histo
| 45
|
male
|
upper extremity
|
vidir_modern
|
benign
|
|
HAM_0001983
|
bkl
|
histo
| 70
|
male
|
back
|
vidir_modern
|
benign
|
|
HAM_0003569
|
bkl
|
histo
| 75
|
male
|
unknown
|
vidir_modern
|
benign
|
|
HAM_0003569
|
bkl
|
histo
| 75
|
male
|
unknown
|
vidir_modern
|
benign
|
|
HAM_0000700
|
bkl
|
histo
| 60
|
male
|
face
|
vidir_modern
|
benign
|
|
HAM_0000728
|
bkl
|
histo
| 50
|
male
|
lower extremity
|
rosendahl
|
benign
|
|
HAM_0003021
|
bkl
|
histo
| 75
|
female
|
face
|
vidir_modern
|
benign
|
|
HAM_0003021
|
bkl
|
histo
| 75
|
female
|
face
|
vidir_modern
|
benign
|
|
HAM_0000959
|
bkl
|
histo
| 75
|
female
|
face
|
vidir_modern
|
benign
|
|
HAM_0000959
|
bkl
|
histo
| 75
|
female
|
face
|
vidir_modern
|
benign
|
|
HAM_0001751
|
nv
|
consensus
| 70
|
male
|
face
|
vidir_modern
|
benign
|
|
HAM_0004569
|
bkl
|
histo
| 40
|
male
|
upper extremity
|
vidir_modern
|
benign
|
|
HAM_0004569
|
bkl
|
histo
| 40
|
male
|
upper extremity
|
vidir_modern
|
benign
|
|
HAM_0004641
|
bkl
|
histo
| 60
|
male
|
abdomen
|
vidir_modern
|
benign
|
|
HAM_0004641
|
bkl
|
histo
| 60
|
male
|
abdomen
|
vidir_modern
|
benign
|
|
HAM_0005801
|
bkl
|
histo
| 70
|
female
|
abdomen
|
vidir_modern
|
benign
|
|
HAM_0005801
|
bkl
|
histo
| 70
|
female
|
abdomen
|
vidir_modern
|
benign
|
|
HAM_0004341
|
bkl
|
histo
| 70
|
female
|
scalp
|
vidir_modern
|
benign
|
|
HAM_0004341
|
bkl
|
histo
| 70
|
female
|
scalp
|
vidir_modern
|
benign
|
|
HAM_0000907
|
bkl
|
histo
| 75
|
male
|
ear
|
vidir_modern
|
benign
|
|
HAM_0000907
|
bkl
|
histo
| 75
|
male
|
ear
|
vidir_modern
|
benign
|
|
HAM_0001469
|
bkl
|
histo
| 60
|
female
|
trunk
|
vidir_modern
|
benign
|
|
HAM_0001469
|
bkl
|
histo
| 60
|
female
|
trunk
|
vidir_modern
|
benign
|
|
HAM_0001728
|
bkl
|
histo
| 60
|
male
|
back
|
vidir_modern
|
benign
|
|
HAM_0003021
|
bkl
|
histo
| 75
|
female
|
face
|
vidir_modern
|
benign
|
|
HAM_0003021
|
bkl
|
histo
| 75
|
female
|
face
|
vidir_modern
|
benign
|
|
HAM_0000959
|
bkl
|
histo
| 75
|
female
|
face
|
vidir_modern
|
benign
|
|
HAM_0000959
|
bkl
|
histo
| 75
|
female
|
face
|
vidir_modern
|
benign
|
|
HAM_0001773
|
bkl
|
histo
| 40
|
female
|
face
|
vidir_modern
|
benign
|
|
HAM_0001773
|
bkl
|
histo
| 40
|
female
|
face
|
vidir_modern
|
benign
|
|
HAM_0002127
|
bkl
|
histo
| 40
|
male
|
face
|
vidir_modern
|
benign
|
|
HAM_0002127
|
bkl
|
histo
| 40
|
male
|
face
|
vidir_modern
|
benign
|
|
HAM_0002092
|
bkl
|
histo
| 35
|
female
|
lower extremity
|
vidir_modern
|
benign
|
|
HAM_0002092
|
bkl
|
histo
| 35
|
female
|
lower extremity
|
vidir_modern
|
benign
|
|
HAM_0005075
|
bkl
|
histo
| 80
|
male
|
upper extremity
|
vidir_modern
|
benign
|
|
HAM_0005075
|
bkl
|
histo
| 80
|
male
|
upper extremity
|
vidir_modern
|
benign
|
|
HAM_0002921
|
bkl
|
histo
| 60
|
female
|
face
|
vidir_modern
|
benign
|
|
HAM_0003410
|
bkl
|
histo
| 60
|
female
|
face
|
vidir_modern
|
benign
|
|
HAM_0003410
|
bkl
|
histo
| 60
|
female
|
face
|
vidir_modern
|
benign
|
|
HAM_0004852
|
bkl
|
histo
| 65
|
male
|
face
|
vidir_modern
|
benign
|
|
HAM_0004852
|
bkl
|
histo
| 65
|
male
|
face
|
vidir_modern
|
benign
|
|
HAM_0000746
|
bkl
|
histo
| 60
|
male
|
face
|
vidir_modern
|
benign
|
|
HAM_0001473
|
bkl
|
histo
| 70
|
male
|
face
|
vidir_modern
|
benign
|
|
HAM_0003007
|
bkl
|
histo
| 40
|
female
|
abdomen
|
vidir_modern
|
benign
|
|
HAM_0003007
|
bkl
|
histo
| 40
|
female
|
abdomen
|
vidir_modern
|
benign
|
|
HAM_0002957
|
bkl
|
histo
| 70
|
male
|
back
|
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_4k: A training set with ~10,000 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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