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Danbooru WDTagger V3 Webdataset Full Dataset

This is the webdataset dataset for animetimm/danbooru-wdtagger-v3-w640.

Metadata here are cleaned by @SmilingWolf, can be used for multi-label classification training.

Images here are resized to min(width, height) <= 640.

How to Use It

from datasets import load_dataset

dataset = load_dataset('animetimm/danbooru-wdtagger-v3-w640-ws-full')
print(dataset["train"][0])

Images

6388605 images in total.

Split Image Count Total Size
train 5750676 345 GB
test 318444 19.1 GB
val 319485 19.2 GB

Tags

Rating Tags

4 selected rating tags (4 of them shown) in total.

tag_id name category count selected_count train_count test_count val_count
9999999 general 9 2782276 1467708 1322182 72585 72941
9999998 sensitive 9 4478213 3550051 3194788 177346 177917
9999997 questionable 9 1032970 788544 709680 39360 39504
9999996 explicit 9 900939 582375 524090 29156 29129

General Tags

8106 selected general tags (50 of them shown) in total.

tag_id name category count selected_count train_count test_count val_count
470575 1girl 0 6421421 4581598 4123911 228737 228950
212816 solo 0 5341234 3850165 3464881 192640 192644
13197 long_hair 0 4677442 3360240 3023883 168150 168207
8601 breasts 0 3696520 2633199 2369377 131778 132044
469576 looking_at_viewer 0 3591347 2541684 2287440 127082 127162
3389 blush 0 3145456 2317545 2087029 115083 115433
1815 smile 0 3103828 2216026 1994841 110187 110998
11906 open_mouth 0 2563264 1818865 1636744 90846 91275
15080 short_hair 0 2413622 1751276 1577492 86512 87272
10959 blue_eyes 0 1887739 1365126 1228017 68439 68670
412368 simple_background 0 1993448 1331492 1198448 66341 66703
12590 shirt 0 2015187 1312100 1181036 65291 65773
429 skirt 0 1665177 1252652 1127866 62857 61929
403247 large_breasts 0 1695376 1214440 1092602 60578 61260
87788 blonde_hair 0 1660630 1187005 1068747 59136 59122
566835 multiple_girls 0 1638110 1164104 1048390 57711 58003
16867 brown_hair 0 1628876 1162115 1046110 57768 58237
383159 long_sleeves 0 1715960 1144264 1030097 57014 57153
13200 black_hair 0 1629597 1125163 1012678 56336 56149
380350 hair_ornament 0 1531545 1105740 995860 54972 54908
515193 white_background 0 1650067 1097492 988546 54424 54522
5735 gloves 0 1462455 1035735 932155 51540 52040
8526 red_eyes 0 1366138 996567 896966 49905 49696
2241 dress 0 1409604 977487 880077 48532 48878
540830 1boy 0 1534705 976988 879359 48388 49241
375387 holding 0 1511512 973906 876983 48531 48392
2373 hat 0 1291706 952228 857142 47383 47703
1882 thighhighs 0 1238300 950238 855140 47744 47354
4563 bow 0 1265406 930704 837881 46355 46468
9294 navel 0 1229063 904484 813556 45339 45589
6126 animal_ears 0 1266631 886723 798520 43743 44460
658573 hair_between_eyes 0 1271873 881221 793129 43947 44145
464575 ribbon 0 1156999 875730 788712 43741 43277
572080 closed_mouth 0 1309112 832790 749157 41563 42070
4607 cleavage 0 1072078 788502 709002 39550 39950
16613 jewelry 0 1160701 774134 697041 38582 38511
376054 bare_shoulders 0 1042437 766582 690477 37913 38192
1821 2girls 0 1096035 766238 690350 38018 37870
417660 very_long_hair 0 1034958 737418 663737 36748 36933
12289 sitting 0 1009335 736880 662944 37148 36788
667868 medium_breasts 0 942601 722149 649898 36230 36021
1709 twintails 0 961709 714750 643376 35804 35570
15675 standing 0 980391 691730 622230 34551 34949
16578 brown_eyes 0 890009 691000 621756 34603 34641
3843 jacket 0 1040203 665344 598717 33158 33469
10960 green_eyes 0 910719 651893 586623 32434 32836
464906 underwear 0 833693 646516 581816 32330 32370
10953 blue_hair 0 922475 643576 579281 32031 32264
16509 school_uniform 0 841594 630111 567819 31225 31067
15654 purple_eyes 0 876067 621932 559465 31053 31414

Character Tags

2751 selected character tags (50 of them shown) in total.

tag_id name category count selected_count train_count test_count val_count
385430 hatsune_miku 4 113004 81560 73455 4127 3978
12239 hakurei_reimu 4 82490 63440 57149 3204 3087
12242 kirisame_marisa 4 73778 56366 50865 2740 2761
12249 flandre_scarlet 4 54238 43945 39653 2153 2139
12248 remilia_scarlet 4 54280 42744 38516 2063 2165
12314 izayoi_sakuya 4 47224 37011 33282 1848 1881
1301082 admiral_(kancolle) 4 38069 34603 31209 1662 1732
1478495 artoria_pendragon_(fate) 4 39996 31826 28596 1675 1555
388200 kochiya_sanae 4 36638 29352 26555 1415 1382
12247 patchouli_knowledge 4 35227 28987 26225 1368 1394
1720 cirno 4 35769 28947 26179 1380 1388
12244 konpaku_youmu 4 36283 28910 25961 1474 1475
427142 komeiji_koishi 4 36349 28542 25701 1463 1378
9123 alice_margatroid 4 35832 27592 24933 1273 1386
12246 yakumo_yukari 4 33647 26020 23459 1236 1325
12308 shameimaru_aya 4 29713 24172 21812 1177 1183
12304 reisen_udongein_inaba 4 27757 22175 19888 1092 1195
427143 komeiji_satori 4 26688 21358 19246 1040 1072
592924 akemi_homura 4 27270 21168 19184 991 993
12307 fujiwara_no_mokou 4 27362 21130 19039 1055 1036
592925 kaname_madoka 4 26598 20498 18620 938 940
11374 hong_meiling 4 25544 20312 18222 1012 1078
12245 saigyouji_yuyuko 4 24925 19411 17500 968 943
395218 inubashiri_momiji 4 23249 19374 17441 936 997
1631074 kaga_(kancolle) 4 21630 19240 17290 1021 929
390427 kagamine_rin 4 21932 17243 15435 903 905
12250 yakumo_ran 4 20630 17062 15281 860 921
1275729 shimakaze_(kancolle) 4 19214 16777 15037 841 899
602257 konpaku_youmu_(ghost) 4 19982 16430 14778 838 814
427145 kaenbyou_rin 4 19901 16403 14806 783 814
1275718 hibiki_(kancolle) 4 17112 15756 14143 777 836
2082 rumia 4 19691 15614 14171 694 749
401582 kazami_yuuka 4 18259 15543 14011 727 805
1602203 ganyu_(genshin_impact) 4 18754 15461 14028 728 705
474 chen 4 18567 15064 13576 711 777
1275728 shigure_(kancolle) 4 16711 15055 13573 763 719
1414209 mash_kyrielight 4 17885 15036 13582 734 720
593109 miki_sayaka 4 18886 15033 13562 723 748
427184 reiuji_utsuho 4 18505 14979 13481 749 749
384842 moriya_suwako 4 19428 14975 13497 734 744
473327 tatara_kogasa 4 16955 14692 13241 714 737
1213183 saber_(fate) 4 18080 14055 12614 772 669
383392 kawashiro_nitori 4 16864 13890 12466 694 730
415326 hinanawi_tenshi 4 16286 13818 12405 687 726
593108 tomoe_mami 4 15867 13038 11802 624 612
604258 sakura_kyoko 4 16141 13032 11758 643 631
12302 kamishirasawa_keine 4 16451 12755 11381 645 729
1799 koakuma 4 14902 12745 11450 633 662
1350122 kongou_(kancolle) 4 13693 12676 11396 581 699
12300 mystia_lorelei 4 15071 12343 11140 565 638

Citation

@inproceedings{danbooruwdtaggerv3webdatasetfulldataset,
  author = {narugo1992 and Smilingwolf},
  title = {Danbooru WDTagger V3 Webdataset Full Dataset},
  year = {2025},
  url = {https://huggingface.co/narugo and https://huggingface.co/SmilingWolf},
  note = {Dataset available at https://huggingface.co/datasets/animetimm/danbooru-wdtagger-v3-w640-ws-full}
}
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