image
imagewidth (px)
600
600
image_id
stringlengths
12
12
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
ISIC_0024329
HAM_0002954
actinic_keratoses
histo
75
female
lower extremity
ISIC_0024372
HAM_0005389
actinic_keratoses
histo
70
male
lower extremity
ISIC_0024418
HAM_0003380
actinic_keratoses
histo
75
female
lower extremity
ISIC_0024450
HAM_0005505
actinic_keratoses
histo
50
male
upper extremity
ISIC_0024463
HAM_0004568
actinic_keratoses
histo
50
male
upper extremity
ISIC_0024468
HAM_0006301
actinic_keratoses
histo
75
male
neck
ISIC_0024470
HAM_0006220
actinic_keratoses
histo
60
male
upper extremity
ISIC_0024511
HAM_0001505
actinic_keratoses
histo
55
female
face
ISIC_0024517
HAM_0001894
actinic_keratoses
histo
65
male
back
ISIC_0024522
HAM_0005650
actinic_keratoses
histo
65
male
lower extremity
ISIC_0024539
HAM_0002551
actinic_keratoses
histo
70
male
face
ISIC_0024562
HAM_0002745
actinic_keratoses
histo
75
male
chest
ISIC_0024575
HAM_0004722
actinic_keratoses
histo
70
female
upper extremity
ISIC_0024579
HAM_0000005
actinic_keratoses
histo
75
female
lower extremity
ISIC_0024646
HAM_0006252
actinic_keratoses
histo
70
female
face
ISIC_0024654
HAM_0005705
actinic_keratoses
histo
75
female
lower extremity
ISIC_0024707
HAM_0005448
actinic_keratoses
histo
60
male
face
ISIC_0024710
HAM_0004609
actinic_keratoses
histo
75
male
back
ISIC_0024763
HAM_0006524
actinic_keratoses
histo
65
male
ear
ISIC_0024771
HAM_0006301
actinic_keratoses
histo
75
male
neck
ISIC_0024800
HAM_0007088
actinic_keratoses
histo
50
male
back
ISIC_0024843
HAM_0004376
actinic_keratoses
histo
70
female
face
ISIC_0024913
HAM_0001495
actinic_keratoses
histo
85
male
back
ISIC_0024923
HAM_0001004
actinic_keratoses
histo
75
female
lower extremity
ISIC_0024925
HAM_0006592
actinic_keratoses
histo
75
male
abdomen
ISIC_0024946
HAM_0005264
actinic_keratoses
histo
45
male
back
ISIC_0024948
HAM_0004034
actinic_keratoses
histo
55
female
face
ISIC_0025029
HAM_0003105
actinic_keratoses
histo
75
female
upper extremity
ISIC_0025069
HAM_0006222
actinic_keratoses
histo
75
male
upper extremity
ISIC_0025089
HAM_0002705
actinic_keratoses
histo
65
male
scalp
ISIC_0025130
HAM_0000718
actinic_keratoses
histo
80
female
face
ISIC_0025178
HAM_0005282
actinic_keratoses
histo
65
male
lower extremity
ISIC_0025182
HAM_0006213
actinic_keratoses
histo
60
female
hand
ISIC_0025196
HAM_0005924
actinic_keratoses
histo
80
female
upper extremity
ISIC_0025247
HAM_0005231
actinic_keratoses
histo
70
male
lower extremity
ISIC_0025264
HAM_0007623
actinic_keratoses
histo
75
male
back
ISIC_0025319
HAM_0003195
actinic_keratoses
histo
80
male
chest
ISIC_0025331
HAM_0001258
actinic_keratoses
histo
80
male
face
ISIC_0025350
HAM_0005701
actinic_keratoses
histo
70
male
lower extremity
ISIC_0025358
HAM_0004398
actinic_keratoses
histo
60
female
face
ISIC_0025368
HAM_0004472
actinic_keratoses
histo
40
female
face
ISIC_0025411
HAM_0002158
actinic_keratoses
histo
50
male
upper extremity
ISIC_0025427
HAM_0001416
actinic_keratoses
histo
85
male
upper extremity
ISIC_0025471
HAM_0001967
actinic_keratoses
histo
85
male
chest
ISIC_0025539
HAM_0000967
actinic_keratoses
histo
75
male
lower extremity
ISIC_0025577
HAM_0000005
actinic_keratoses
histo
75
female
lower extremity
ISIC_0025605
HAM_0007047
actinic_keratoses
histo
60
female
lower extremity
ISIC_0025637
HAM_0001460
actinic_keratoses
histo
75
male
face
ISIC_0025696
HAM_0002472
actinic_keratoses
histo
60
male
face
ISIC_0025712
HAM_0005117
actinic_keratoses
histo
70
female
chest
ISIC_0025780
HAM_0006587
actinic_keratoses
histo
70
male
face
ISIC_0025790
HAM_0001004
actinic_keratoses
histo
75
female
lower extremity
ISIC_0025803
HAM_0005024
actinic_keratoses
histo
80
male
face
ISIC_0025808
HAM_0002261
actinic_keratoses
histo
50
male
back
ISIC_0025811
HAM_0005255
actinic_keratoses
histo
55
male
upper extremity
ISIC_0025825
HAM_0002232
actinic_keratoses
histo
80
female
face
ISIC_0025831
HAM_0004012
actinic_keratoses
histo
65
female
face
ISIC_0025948
HAM_0002672
actinic_keratoses
histo
75
male
face
ISIC_0025953
HAM_0002461
actinic_keratoses
histo
65
male
face
ISIC_0025957
HAM_0007047
actinic_keratoses
histo
60
female
lower extremity
ISIC_0025992
HAM_0005480
actinic_keratoses
histo
65
male
face
ISIC_0026014
HAM_0002882
actinic_keratoses
histo
85
male
lower extremity
ISIC_0026040
HAM_0006252
actinic_keratoses
histo
70
female
face
ISIC_0026083
HAM_0000552
actinic_keratoses
histo
55
male
lower extremity
ISIC_0026100
HAM_0000954
actinic_keratoses
histo
70
male
lower extremity
ISIC_0026132
HAM_0004992
actinic_keratoses
histo
70
male
chest
ISIC_0026149
HAM_0005480
actinic_keratoses
histo
65
male
face
ISIC_0026152
HAM_0000549
actinic_keratoses
histo
70
male
upper extremity
ISIC_0026171
HAM_0000356
actinic_keratoses
histo
60
female
face
ISIC_0026178
HAM_0007349
actinic_keratoses
histo
60
male
back
ISIC_0026194
HAM_0003910
actinic_keratoses
histo
30
male
face
ISIC_0026203
HAM_0003895
actinic_keratoses
histo
70
male
back
ISIC_0026206
HAM_0000490
actinic_keratoses
histo
85
male
lower extremity
ISIC_0026212
HAM_0003262
actinic_keratoses
histo
45
male
face
ISIC_0026319
HAM_0003195
actinic_keratoses
histo
80
male
chest
ISIC_0026362
HAM_0005301
actinic_keratoses
histo
60
female
upper extremity
ISIC_0026388
HAM_0003105
actinic_keratoses
histo
75
female
upper extremity
ISIC_0026411
HAM_0004846
actinic_keratoses
histo
70
female
hand
ISIC_0026457
HAM_0007303
actinic_keratoses
histo
75
female
lower extremity
ISIC_0026466
HAM_0000456
actinic_keratoses
histo
65
female
upper extremity
ISIC_0026468
HAM_0001023
actinic_keratoses
histo
50
male
hand
ISIC_0026492
HAM_0006481
actinic_keratoses
histo
70
male
upper extremity
ISIC_0026522
HAM_0005505
actinic_keratoses
histo
50
male
upper extremity
ISIC_0026525
HAM_0001048
actinic_keratoses
histo
45
male
face
ISIC_0026549
HAM_0002307
actinic_keratoses
histo
75
male
chest
ISIC_0026575
HAM_0006875
actinic_keratoses
histo
80
male
face
ISIC_0026625
HAM_0005354
actinic_keratoses
histo
60
male
face
ISIC_0026650
HAM_0000545
actinic_keratoses
histo
70
male
face
ISIC_0026702
HAM_0005228
actinic_keratoses
histo
80
female
face
ISIC_0026709
HAM_0001565
actinic_keratoses
histo
60
female
face
ISIC_0026720
HAM_0000688
actinic_keratoses
histo
75
male
lower extremity
ISIC_0026729
HAM_0006560
actinic_keratoses
histo
50
male
face
ISIC_0026765
HAM_0001474
actinic_keratoses
histo
55
female
chest
ISIC_0026848
HAM_0007308
actinic_keratoses
histo
55
male
face
ISIC_0026857
HAM_0004363
actinic_keratoses
histo
55
male
face
ISIC_0026905
HAM_0006180
actinic_keratoses
histo
70
male
upper extremity
ISIC_0026927
HAM_0003501
actinic_keratoses
histo
75
male
lower extremity
ISIC_0026981
HAM_0000909
actinic_keratoses
histo
55
male
lower extremity
ISIC_0026984
HAM_0001903
actinic_keratoses
histo
50
male
face
ISIC_0026992
HAM_0003146
actinic_keratoses
histo
85
male
upper extremity

The HAM10000 dataset, a large collection of multi-source dermatoscopic images of common pigmented skin lesions

  • Original Paper and Dataset here
  • Kaggle dataset here

Introduction to datasets

Training of neural networks for automated diagnosis of pigmented skin lesions is hampered by the small size and lack of diversity of available dataset of dermatoscopic images. We tackle this problem by releasing the HAM10000 ("Human Against Machine with 10000 training images") dataset. We collected dermatoscopic images from different populations, acquired and stored by different modalities. The final dataset consists of 10015 dermatoscopic images which can serve as a training set for academic machine learning purposes. Cases include a representative collection of all important diagnostic categories in the realm of pigmented lesions: Actinic keratoses and intraepithelial carcinoma / Bowen's disease (akiec), basal cell carcinoma (bcc), benign keratosis-like lesions (solar lentigines / seborrheic keratoses and lichen-planus like keratoses, bkl), dermatofibroma (df), melanoma (mel), melanocytic nevi (nv) and vascular lesions (angiomas, angiokeratomas, pyogenic granulomas and hemorrhage, vasc).

More than 50% of lesions are confirmed through histopathology (histo), the ground truth for the rest of the cases is either follow-up examination (follow_up), expert consensus (consensus), or confirmation by in-vivo confocal microscopy (confocal).

The test set is not public, but the evaluation server remains running (see the challenge website). Any publications written using the HAM10000 data should be evaluated on the official test set hosted there, so that methods can be fairly compared.

  • Test site can be accessed here

Disclaimer and additional information

This is a contribution to open sourced data in hugging face for image data. Images can be obtained from above links.

Train test split was done using a stratified splitting by cancer/diagnosis type. The code to stratify the dataset can be obtained on my github here.

I do not own any rights to above images.

More Information needed

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