Datasets:

preetsojitra
/

skin-lesion-HM10000-binary-classification-4K-subset

lesion_id stringlengths 11 11	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

End of preview. Expand in Data Studio

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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