Datasets:

abaryan
/

ham10000_bbox

lesion_id stringlengths 11 11	image_id stringlengths 12 12	diagnosis stringclasses 7 values	dx_type stringclasses 4 values	age float32 5 85 ⌀	sex stringclasses 3 values	localization stringclasses 15 values	bbox listlengths 4 4	area_coverage float32 0 1
HAM_0007418	ISIC_0031372	df	consensus	50	male	lower extremity	[ 235, 175, 368, 264 ]	0.031661
HAM_0004785	ISIC_0030788	nv	follow_up	60	male	back	[ 58, 0, 496, 420 ]	0.502837
HAM_0004585	ISIC_0032881	nv	consensus	55	male	unknown	[ 189, 131, 357, 297 ]	0.077996
HAM_0000086	ISIC_0028081	nv	follow_up	45	female	trunk	[ 55, 0, 460, 448 ]	0.459337
HAM_0004204	ISIC_0033772	nv	consensus	40	female	unknown	[ 115, 36, 431, 312 ]	0.250387
HAM_0002700	ISIC_0025011	nv	follow_up	55	female	trunk	[ 194, 40, 410, 309 ]	0.162806
HAM_0004406	ISIC_0033060	bkl	histo	80	male	back	[ 207, 127, 370, 295 ]	0.072843
HAM_0003565	ISIC_0027289	nv	follow_up	40	female	abdomen	[ 23, 88, 536, 355 ]	0.374304
HAM_0004842	ISIC_0026854	nv	follow_up	60	male	back	[ 190, 134, 376, 340 ]	0.10175
HAM_0000328	ISIC_0025482	nv	follow_up	40	male	lower extremity	[ 147, 27, 500, 352 ]	0.308667
HAM_0003567	ISIC_0028895	nv	follow_up	55	female	lower extremity	[ 51, 97, 532, 376 ]	0.377311
HAM_0003682	ISIC_0031630	bkl	histo	55	female	face	[ 116, 91, 600, 450 ]	0.456493
HAM_0005832	ISIC_0027286	nv	follow_up	75	male	abdomen	[ 117, 37, 548, 254 ]	0.252909
HAM_0003994	ISIC_0026648	nv	follow_up	55	female	lower extremity	[ 129, 151, 342, 353 ]	0.109217
HAM_0002154	ISIC_0028478	nv	histo	70	male	chest	[ 60, 84, 508, 372 ]	0.32778
HAM_0004096	ISIC_0028541	nv	follow_up	50	female	lower extremity	[ 210, 106, 369, 343 ]	0.102231
HAM_0002920	ISIC_0031205	nv	follow_up	35	female	trunk	[ 99, 99, 313, 349 ]	0.117246
HAM_0003713	ISIC_0032885	nv	histo	35	male	trunk	[ 207, 116, 462, 323 ]	0.135672
HAM_0005573	ISIC_0033411	nv	histo	45	female	trunk	[ 171, 111, 382, 386 ]	0.144787
HAM_0004936	ISIC_0029705	mel	histo	80	male	chest	[ 149, 52, 451, 386 ]	0.274983
HAM_0006761	ISIC_0029866	nv	follow_up	45	male	foot	[ 182, 141, 444, 289 ]	0.104019
HAM_0006922	ISIC_0024807	nv	follow_up	65	male	lower extremity	[ 75, 13, 529, 450 ]	0.567011
HAM_0003559	ISIC_0025810	bkl	consensus	75	male	face	[ 113, 16, 518, 434 ]	0.398317
HAM_0004653	ISIC_0028431	vasc	consensus	50	male	abdomen	[ 266, 101, 400, 238 ]	0.052393
HAM_0001613	ISIC_0032748	nv	consensus	65	male	abdomen	[ 79, 115, 582, 350 ]	0.327952
HAM_0004749	ISIC_0024543	nv	follow_up	45	male	lower extremity	[ 0, 17, 558, 298 ]	0.399578
HAM_0000258	ISIC_0030909	nv	consensus	30	female	scalp	[ 183, 153, 415, 281 ]	0.08085
HAM_0002082	ISIC_0031325	nv	follow_up	40	male	trunk	[ 131, 55, 405, 362 ]	0.243978
HAM_0000813	ISIC_0024395	nv	follow_up	60	female	lower extremity	[ 56, 0, 445, 439 ]	0.467881
HAM_0003447	ISIC_0033168	nv	histo	65	male	abdomen	[ 152, 118, 514, 298 ]	0.185715
HAM_0000592	ISIC_0030781	nv	follow_up	50	female	back	[ 37, 58, 521, 405 ]	0.440656
HAM_0006989	ISIC_0028729	nv	follow_up	40	female	foot	[ 187, 77, 492, 450 ]	0.306015
HAM_0005170	ISIC_0026253	nv	follow_up	80	male	trunk	[ 2, 41, 501, 381 ]	0.382687
HAM_0006251	ISIC_0026437	nv	histo	80	male	lower extremity	[ 78, 52, 461, 400 ]	0.314796
HAM_0006646	ISIC_0030320	nv	follow_up	55	male	abdomen	[ 0, 16, 530, 442 ]	0.621337
HAM_0006990	ISIC_0025480	nv	follow_up	55	female	lower extremity	[ 183, 109, 439, 384 ]	0.197331
HAM_0006097	ISIC_0027306	mel	histo	60	male	chest	[ 69, 0, 497, 450 ]	0.544833
HAM_0006666	ISIC_0034268	nv	histo	35	female	abdomen	[ 126, 86, 448, 329 ]	0.212044
HAM_0005696	ISIC_0028014	nv	consensus	30	male	back	[ 183, 74, 450, 379 ]	0.216676
HAM_0002221	ISIC_0026255	nv	follow_up	55	male	lower extremity	[ 314, 80, 489, 263 ]	0.090163
HAM_0001300	ISIC_0029497	nv	follow_up	40	male	upper extremity	[ 133, 134, 373, 385 ]	0.166122
HAM_0003234	ISIC_0032467	nv	follow_up	50	female	trunk	[ 43, 83, 517, 383 ]	0.337007
HAM_0007586	ISIC_0029819	mel	histo	70	female	upper extremity	[ 0, 0, 600, 450 ]	0.996115
HAM_0004045	ISIC_0030939	nv	follow_up	45	female	trunk	[ 192, 105, 398, 372 ]	0.151991
HAM_0006774	ISIC_0025256	nv	follow_up	45	male	upper extremity	[ 0, 8, 486, 450 ]	0.560337
HAM_0001568	ISIC_0030614	nv	follow_up	50	male	trunk	[ 129, 110, 584, 297 ]	0.24532
HAM_0003008	ISIC_0029729	nv	follow_up	75	female	lower extremity	[ 157, 168, 345, 291 ]	0.062111
HAM_0000038	ISIC_0026057	nv	follow_up	45	male	trunk	[ 161, 73, 388, 315 ]	0.165826
HAM_0003242	ISIC_0031242	nv	follow_up	40	female	lower extremity	[ 190, 153, 461, 382 ]	0.160989
HAM_0001496	ISIC_0028000	nv	follow_up	65	female	lower extremity	[ 158, 174, 332, 334 ]	0.081896
HAM_0003701	ISIC_0027191	nv	follow_up	45	female	lower extremity	[ 175, 107, 470, 315 ]	0.170594
HAM_0006192	ISIC_0027416	nv	follow_up	50	male	trunk	[ 59, 42, 579, 450 ]	0.564335
HAM_0000933	ISIC_0027771	bkl	histo	60	female	back	[ 116, 71, 456, 378 ]	0.271806
HAM_0006692	ISIC_0029630	mel	histo	80	male	scalp	[ 74, 0, 528, 443 ]	0.45953
HAM_0006197	ISIC_0028332	nv	histo	40	male	back	[ 20, 40, 553, 381 ]	0.452487
HAM_0003916	ISIC_0032370	nv	follow_up	45	male	lower extremity	[ 217, 178, 466, 395 ]	0.139037
HAM_0004070	ISIC_0027657	nv	follow_up	40	male	trunk	[ 39, 5, 486, 363 ]	0.407996
HAM_0002011	ISIC_0031711	mel	histo	55	female	lower extremity	[ 140, 59, 448, 424 ]	0.256285
HAM_0001743	ISIC_0030130	bkl	histo	85	male	hand	[ 16, 0, 569, 434 ]	0.650694
HAM_0003451	ISIC_0027098	nv	histo	70	male	back	[ 200, 95, 500, 363 ]	0.19103
HAM_0001928	ISIC_0033287	mel	histo	55	male	chest	[ 190, 158, 354, 297 ]	0.057026
HAM_0001270	ISIC_0031935	nv	follow_up	55	male	trunk	[ 144, 39, 503, 407 ]	0.356478
HAM_0006873	ISIC_0033566	nv	histo	35	female	back	[ 103, 23, 408, 372 ]	0.291078
HAM_0006757	ISIC_0024497	nv	histo	55	male	lower extremity	[ 141, 97, 430, 382 ]	0.214143
HAM_0003586	ISIC_0027678	akiec	histo	60	male	back	[ 7, 36, 600, 438 ]	0.528213
HAM_0005810	ISIC_0030469	nv	follow_up	45	female	back	[ 100, 101, 355, 422 ]	0.219037
HAM_0003062	ISIC_0024319	nv	histo	55	male	lower extremity	[ 175, 95, 472, 360 ]	0.202426
HAM_0007260	ISIC_0028336	bkl	histo	60	male	chest	[ 167, 65, 448, 365 ]	0.234406
HAM_0006817	ISIC_0030269	nv	follow_up	65	female	upper extremity	[ 112, 97, 333, 415 ]	0.199522
HAM_0004267	ISIC_0031145	nv	histo	45	female	lower extremity	[ 244, 212, 362, 293 ]	0.025372
HAM_0001377	ISIC_0030054	nv	follow_up	35	female	abdomen	[ 320, 23, 441, 183 ]	0.052211
HAM_0000396	ISIC_0029172	mel	histo	70	male	lower extremity	[ 115, 54, 461, 421 ]	0.324354
HAM_0005814	ISIC_0032701	nv	histo	35	female	back	[ 144, 128, 439, 332 ]	0.162826
HAM_0000452	ISIC_0029048	bkl	consensus	45	female	abdomen	[ 79, 43, 496, 374 ]	0.340017
HAM_0000079	ISIC_0033424	mel	histo	50	female	face	[ 67, 0, 548, 450 ]	0.604589
HAM_0004460	ISIC_0028784	nv	follow_up	65	female	lower extremity	[ 22, 0, 577, 450 ]	0.795187
HAM_0004099	ISIC_0033350	nv	histo	55	female	lower extremity	[ 76, 116, 524, 433 ]	0.368857
HAM_0003380	ISIC_0027343	akiec	histo	75	female	lower extremity	[ 237, 176, 352, 292 ]	0.036941
HAM_0000941	ISIC_0025658	nv	follow_up	60	male	trunk	[ 80, 35, 600, 403 ]	0.506369
HAM_0000861	ISIC_0026125	nv	histo	20	female	lower extremity	[ 135, 24, 474, 337 ]	0.257491
HAM_0003755	ISIC_0034212	nv	consensus	35	male	unknown	[ 149, 25, 451, 439 ]	0.294422
HAM_0000907	ISIC_0025140	bkl	histo	75	male	ear	[ 174, 85, 454, 377 ]	0.194837
HAM_0005107	ISIC_0032082	nv	histo	55	female	back	[ 250, 209, 354, 282 ]	0.01997
HAM_0007036	ISIC_0026655	nv	histo	60	male	neck	[ 227, 124, 439, 357 ]	0.128198
HAM_0000064	ISIC_0032603	mel	histo	30	female	lower extremity	[ 236, 175, 349, 289 ]	0.034206
HAM_0002523	ISIC_0024516	mel	histo	40	male	back	[ 90, 73, 494, 381 ]	0.321276
HAM_0000402	ISIC_0034039	nv	histo	10	female	foot	[ 253, 181, 344, 267 ]	0.022222
HAM_0001111	ISIC_0026209	nv	histo	70	male	back	[ 102, 45, 498, 418 ]	0.346385
HAM_0000260	ISIC_0026436	nv	follow_up	75	male	trunk	[ 82, 18, 294, 261 ]	0.141567
HAM_0000448	ISIC_0026210	nv	histo	25	male	lower extremity	[ 175, 80, 406, 369 ]	0.175089
HAM_0001621	ISIC_0030297	akiec	histo	70	female	face	[ 37, 0, 600, 450 ]	0.629952
HAM_0005079	ISIC_0028420	nv	histo	80	male	back	[ 95, 82, 440, 359 ]	0.243733
HAM_0002985	ISIC_0025063	bkl	histo	85	male	face	[ 206, 93, 388, 322 ]	0.104161
HAM_0001824	ISIC_0033121	nv	histo	55	male	lower extremity	[ 197, 121, 371, 338 ]	0.102278
HAM_0006313	ISIC_0026926	nv	follow_up	45	male	trunk	[ 0, 0, 600, 450 ]	0.813535
HAM_0003352	ISIC_0032667	nv	histo	35	unknown	trunk	[ 132, 149, 430, 295 ]	0.1029
HAM_0001026	ISIC_0033743	nv	histo	20	female	foot	[ 220, 175, 345, 319 ]	0.050456
HAM_0006430	ISIC_0026487	nv	histo	20	female	back	[ 131, 131, 503, 356 ]	0.224061
HAM_0002956	ISIC_0032637	mel	histo	35	female	abdomen	[ 126, 64, 498, 414 ]	0.364743
HAM_0002848	ISIC_0027598	df	consensus	60	female	lower extremity	[ 170, 55, 485, 372 ]	0.285422

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HAM10000 with Spatial Annotations and Bounding Box Coordinates

Enhanced version of HAM10000 dataset with bounding box coordinates and spatial descriptions for skin lesion localization.

Dataset Description

This dataset extends the original HAM10000 dermatology dataset with:

Bounding box coordinates for lesion localization
Spatial descriptions (e.g., "located in center-center region")
Area coverage statistics
Mask availability flags

Features

image: RGB skin lesion images
diagnosis: Skin condition diagnosis codes (mel, nv, bkl, etc.)
bbox: [x1, y1, x2, y2] bounding box coordinates
spatial_description: Natural language location descriptions
area_coverage: Lesion area relative to image size
localization: Body part location
age/sex: Patient demographics

Usage

from datasets import load_dataset

dataset = load_dataset("abaryan/ham10000_bbox")
train_data = dataset["train"]

# Access image and annotations
sample = train_data[0]
image = sample["image"]
bbox = sample["bbox"]
description = sample["spatial_description"]