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_0000871
|
mel
|
histo
| 40
|
female
|
chest
|
vidir_modern
|
malignant
|
|
HAM_0000871
|
mel
|
histo
| 40
|
female
|
chest
|
vidir_modern
|
malignant
|
|
HAM_0000040
|
mel
|
histo
| 80
|
male
|
upper extremity
|
rosendahl
|
malignant
|
|
HAM_0005678
|
mel
|
histo
| 60
|
male
|
chest
|
vidir_modern
|
malignant
|
|
HAM_0005678
|
mel
|
histo
| 60
|
male
|
chest
|
vidir_modern
|
malignant
|
|
HAM_0005191
|
mel
|
histo
| 40
|
female
|
back
|
rosendahl
|
malignant
|
|
HAM_0005186
|
mel
|
histo
| 45
|
female
|
lower extremity
|
vidir_modern
|
malignant
|
|
HAM_0007310
|
mel
|
histo
| 55
|
male
|
back
|
vidir_modern
|
malignant
|
|
HAM_0007310
|
mel
|
histo
| 55
|
male
|
back
|
vidir_modern
|
malignant
|
|
HAM_0004476
|
mel
|
histo
| 70
|
male
|
face
|
vidir_modern
|
malignant
|
|
HAM_0000876
|
mel
|
histo
| 55
|
male
|
abdomen
|
vidir_modern
|
malignant
|
|
HAM_0000876
|
mel
|
histo
| 55
|
male
|
abdomen
|
vidir_modern
|
malignant
|
|
HAM_0006722
|
mel
|
histo
| 85
|
female
|
lower extremity
|
vidir_modern
|
malignant
|
|
HAM_0006722
|
mel
|
histo
| 85
|
female
|
lower extremity
|
vidir_modern
|
malignant
|
|
HAM_0003832
|
mel
|
histo
| 60
|
female
|
lower extremity
|
vidir_modern
|
malignant
|
|
HAM_0003832
|
mel
|
histo
| 60
|
female
|
lower extremity
|
vidir_modern
|
malignant
|
|
HAM_0002143
|
mel
|
histo
| 25
|
female
|
foot
|
rosendahl
|
malignant
|
|
HAM_0002119
|
mel
|
histo
| 75
|
male
|
neck
|
vidir_modern
|
malignant
|
|
HAM_0000492
|
mel
|
histo
| 75
|
male
|
abdomen
|
vidir_modern
|
malignant
|
|
HAM_0000492
|
mel
|
histo
| 75
|
male
|
abdomen
|
vidir_modern
|
malignant
|
|
HAM_0004784
|
mel
|
histo
| 55
|
female
|
foot
|
vidir_modern
|
malignant
|
|
HAM_0004784
|
mel
|
histo
| 55
|
female
|
foot
|
vidir_modern
|
malignant
|
|
HAM_0001150
|
mel
|
histo
| 80
|
male
|
ear
|
vidir_modern
|
malignant
|
|
HAM_0003182
|
mel
|
histo
| 85
|
female
|
trunk
|
vidir_modern
|
malignant
|
|
HAM_0003182
|
mel
|
histo
| 85
|
female
|
trunk
|
vidir_modern
|
malignant
|
|
HAM_0001747
|
mel
|
histo
| 45
|
male
|
back
|
vidir_modern
|
malignant
|
|
HAM_0001747
|
mel
|
histo
| 45
|
male
|
back
|
vidir_modern
|
malignant
|
|
HAM_0006453
|
mel
|
histo
| 70
|
male
|
abdomen
|
vidir_modern
|
malignant
|
|
HAM_0006453
|
mel
|
histo
| 70
|
male
|
abdomen
|
vidir_modern
|
malignant
|
|
HAM_0005557
|
mel
|
histo
| 75
|
female
|
lower extremity
|
vidir_modern
|
malignant
|
|
HAM_0005557
|
mel
|
histo
| 75
|
female
|
lower extremity
|
vidir_modern
|
malignant
|
|
HAM_0003558
|
mel
|
histo
| 55
|
male
|
back
|
vidir_modern
|
malignant
|
|
HAM_0003558
|
mel
|
histo
| 55
|
male
|
back
|
vidir_modern
|
malignant
|
|
HAM_0007454
|
mel
|
histo
| 70
|
male
|
scalp
|
vidir_modern
|
malignant
|
|
HAM_0001811
|
mel
|
histo
| 35
|
female
|
neck
|
vidir_modern
|
malignant
|
|
HAM_0001811
|
mel
|
histo
| 35
|
female
|
neck
|
vidir_modern
|
malignant
|
|
HAM_0001726
|
mel
|
histo
| 35
|
female
|
back
|
vidir_modern
|
malignant
|
|
HAM_0001726
|
mel
|
histo
| 35
|
female
|
back
|
vidir_modern
|
malignant
|
|
HAM_0003315
|
mel
|
histo
| 50
|
female
|
trunk
|
vidir_modern
|
malignant
|
|
HAM_0003315
|
mel
|
histo
| 50
|
female
|
trunk
|
vidir_modern
|
malignant
|
|
HAM_0006900
|
mel
|
histo
| 75
|
male
|
upper extremity
|
vidir_modern
|
malignant
|
|
HAM_0006900
|
mel
|
histo
| 75
|
male
|
upper extremity
|
vidir_modern
|
malignant
|
|
HAM_0000060
|
mel
|
histo
| 55
|
male
|
abdomen
|
vidir_modern
|
malignant
|
|
HAM_0000060
|
mel
|
histo
| 55
|
male
|
abdomen
|
vidir_modern
|
malignant
|
|
HAM_0004910
|
mel
|
histo
| 70
|
male
|
chest
|
vidir_modern
|
malignant
|
|
HAM_0004910
|
mel
|
histo
| 70
|
male
|
chest
|
vidir_modern
|
malignant
|
|
HAM_0004720
|
mel
|
histo
| 40
|
male
|
lower extremity
|
vidir_modern
|
malignant
|
|
HAM_0004720
|
mel
|
histo
| 40
|
male
|
lower extremity
|
vidir_modern
|
malignant
|
|
HAM_0005555
|
mel
|
histo
| 60
|
female
|
chest
|
vidir_modern
|
malignant
|
|
HAM_0004607
|
mel
|
histo
| 50
|
female
|
back
|
vidir_modern
|
malignant
|
|
HAM_0004607
|
mel
|
histo
| 50
|
female
|
back
|
vidir_modern
|
malignant
|
|
HAM_0007390
|
mel
|
histo
| 50
|
male
|
abdomen
|
vidir_modern
|
malignant
|
|
HAM_0007390
|
mel
|
histo
| 50
|
male
|
abdomen
|
vidir_modern
|
malignant
|
|
HAM_0002720
|
mel
|
histo
| 75
|
male
|
ear
|
vidir_modern
|
malignant
|
|
HAM_0002011
|
mel
|
histo
| 55
|
female
|
lower extremity
|
vidir_modern
|
malignant
|
|
HAM_0002011
|
mel
|
histo
| 55
|
female
|
lower extremity
|
vidir_modern
|
malignant
|
|
HAM_0004739
|
mel
|
histo
| 70
|
male
|
back
|
vidir_modern
|
malignant
|
|
HAM_0005481
|
mel
|
histo
| 45
|
male
|
lower extremity
|
vidir_modern
|
malignant
|
|
HAM_0005481
|
mel
|
histo
| 45
|
male
|
lower extremity
|
vidir_modern
|
malignant
|
|
HAM_0000814
|
mel
|
histo
| 65
|
male
|
back
|
vidir_modern
|
malignant
|
|
HAM_0001446
|
mel
|
histo
| 65
|
female
|
scalp
|
vidir_modern
|
malignant
|
|
HAM_0004813
|
mel
|
histo
| 80
|
male
|
abdomen
|
vidir_modern
|
malignant
|
|
HAM_0004813
|
mel
|
histo
| 80
|
male
|
abdomen
|
vidir_modern
|
malignant
|
|
HAM_0006803
|
mel
|
histo
| 60
|
female
|
abdomen
|
vidir_modern
|
malignant
|
|
HAM_0006803
|
mel
|
histo
| 60
|
female
|
abdomen
|
vidir_modern
|
malignant
|
|
HAM_0000814
|
mel
|
histo
| 65
|
male
|
back
|
vidir_modern
|
malignant
|
|
HAM_0000095
|
mel
|
histo
| 55
|
male
|
lower extremity
|
vidir_modern
|
malignant
|
|
HAM_0004126
|
mel
|
histo
| 80
|
female
|
back
|
vidir_modern
|
malignant
|
|
HAM_0004126
|
mel
|
histo
| 80
|
female
|
back
|
vidir_modern
|
malignant
|
|
HAM_0007560
|
mel
|
histo
| 75
|
male
|
unknown
|
vidir_modern
|
malignant
|
|
HAM_0007560
|
mel
|
histo
| 75
|
male
|
unknown
|
vidir_modern
|
malignant
|
|
HAM_0006253
|
mel
|
histo
| 65
|
male
|
back
|
vidir_modern
|
malignant
|
|
HAM_0006253
|
mel
|
histo
| 65
|
male
|
back
|
vidir_modern
|
malignant
|
|
HAM_0002534
|
mel
|
histo
| 80
|
male
|
lower extremity
|
vidir_modern
|
malignant
|
|
HAM_0002534
|
mel
|
histo
| 80
|
male
|
lower extremity
|
vidir_modern
|
malignant
|
|
HAM_0000099
|
mel
|
histo
| 70
|
male
|
unknown
|
vidir_modern
|
malignant
|
|
HAM_0000099
|
mel
|
histo
| 70
|
male
|
unknown
|
vidir_modern
|
malignant
|
|
HAM_0007171
|
mel
|
histo
| 30
|
female
|
lower extremity
|
vidir_modern
|
malignant
|
|
HAM_0007171
|
mel
|
histo
| 30
|
female
|
lower extremity
|
vidir_modern
|
malignant
|
|
HAM_0002714
|
mel
|
histo
| 50
|
male
|
abdomen
|
vidir_modern
|
malignant
|
|
HAM_0002714
|
mel
|
histo
| 50
|
male
|
abdomen
|
vidir_modern
|
malignant
|
|
HAM_0003802
|
mel
|
histo
| 75
|
male
|
face
|
vidir_modern
|
malignant
|
|
HAM_0001203
|
mel
|
histo
| 30
|
female
|
abdomen
|
vidir_modern
|
malignant
|
|
HAM_0001203
|
mel
|
histo
| 30
|
female
|
abdomen
|
vidir_modern
|
malignant
|
|
HAM_0003031
|
mel
|
histo
| 75
|
male
|
back
|
vidir_modern
|
malignant
|
|
HAM_0001913
|
mel
|
histo
| 80
|
male
|
upper extremity
|
vidir_modern
|
malignant
|
|
HAM_0004979
|
mel
|
histo
| 85
|
male
|
back
|
vidir_modern
|
malignant
|
|
HAM_0004979
|
mel
|
histo
| 85
|
male
|
back
|
vidir_modern
|
malignant
|
|
HAM_0003194
|
mel
|
histo
| 50
|
male
|
trunk
|
vidir_modern
|
malignant
|
|
HAM_0006521
|
mel
|
histo
| 80
|
male
|
lower extremity
|
vidir_modern
|
malignant
|
|
HAM_0006521
|
mel
|
histo
| 80
|
male
|
lower extremity
|
vidir_modern
|
malignant
|
|
HAM_0001847
|
mel
|
histo
| 50
|
male
|
back
|
vidir_modern
|
malignant
|
|
HAM_0001847
|
mel
|
histo
| 50
|
male
|
back
|
vidir_modern
|
malignant
|
|
HAM_0000152
|
mel
|
histo
| 75
|
female
|
face
|
vidir_modern
|
malignant
|
|
HAM_0006739
|
mel
|
histo
| 35
|
female
|
ear
|
vidir_modern
|
malignant
|
|
HAM_0006739
|
mel
|
histo
| 35
|
female
|
ear
|
vidir_modern
|
malignant
|
|
HAM_0004579
|
mel
|
histo
| 75
|
male
|
trunk
|
vidir_modern
|
malignant
|
|
HAM_0004643
|
mel
|
histo
| 65
|
male
|
back
|
vidir_modern
|
malignant
|
|
HAM_0004643
|
mel
|
histo
| 65
|
male
|
back
|
vidir_modern
|
malignant
|
|
HAM_0001353
|
mel
|
histo
| 55
|
female
|
face
|
vidir_modern
|
malignant
|
DermAI Workshop: Balanced Binary Skin Lesion Dataset
Dataset Description
This dataset is a modified and balanced subset 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 two balanced, binary classes: 'Benign' and 'Malignant'.
This repository contains:
train_balanced_4k: A training set with ~4,000 images, balanced 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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