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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