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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