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Datasets:
animetimm
/
danbooru-wdtagger-v4-w640-ws-full-witha

Tasks:
Image Classification
Zero-Shot Image Classification
Languages:
English
Japanese
Size:
1M<n<10M
Tags:
art
anime
Not-For-All-Audiences
webdataset
datasets
Libraries:
WebDataset
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License:
Dataset card Files
xet
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Danbooru WDTagger V4 Webdataset Full Dataset (Artists Added Edition)

This is the webdataset dataset for animetimm/danbooru-wdtagger-v4-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-v4-w640-ws-full-witha')
print(dataset["train"][0])

Images

5914596 images in total.

Split Image Count Total Size
train 5321713 318 GB
test 295926 17.7 GB
val 296957 17.8 GB

Tags

22298 tags in total.

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 1745891 1571147 87072 87672
9999998 sensitive 9 4478213 2940339 2644927 147583 147829
9999997 questionable 9 1032970 709250 638313 35533 35404
9999996 explicit 9 900939 519116 467326 25738 26052

General Tags

9357 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 4077296 3668304 204441 204551
212816 solo 0 5341234 3361464 3024268 168527 168669
13197 long_hair 0 4677442 3059626 2752399 153522 153705
8601 breasts 0 3696520 2354074 2118535 117666 117873
469576 looking_at_viewer 0 3591347 2317462 2085250 115931 116281
3389 blush 0 3145456 2090321 1881953 104041 104327
1815 smile 0 3103828 2069601 1862431 103321 103849
11906 open_mouth 0 2563264 1726028 1552767 86476 86785
15080 short_hair 0 2413622 1661133 1495020 82427 83686
12590 shirt 0 2015187 1362513 1226405 67745 68363
10959 blue_eyes 0 1887739 1249685 1124141 62681 62863
412368 simple_background 0 1993448 1247271 1123055 62014 62202
566835 multiple_girls 0 1638110 1151408 1036496 57161 57751
383159 long_sleeves 0 1715960 1140393 1026103 56958 57332
429 skirt 0 1665177 1120033 1008346 56205 55482
16867 brown_hair 0 1628876 1118377 1006593 55557 56227
13200 black_hair 0 1629597 1108524 997465 55569 55490
87788 blonde_hair 0 1660630 1108460 997959 55360 55141
403247 large_breasts 0 1695376 1063214 956626 53072 53516
375387 holding 0 1511512 1045878 941312 52173 52393
515193 white_background 0 1650067 1023175 921545 50857 50773
380350 hair_ornament 0 1531545 1004520 904195 50246 50079
540830 1boy 0 1534705 988004 889114 48992 49898
2241 dress 0 1409604 931869 838331 46704 46834
5735 gloves 0 1462455 923253 830514 46089 46650
8526 red_eyes 0 1366138 895956 805928 44946 45082
572080 closed_mouth 0 1309112 850953 765540 42502 42911
2373 hat 0 1291706 849077 763423 42629 43025
4563 bow 0 1265406 840781 757060 41968 41753
6126 animal_ears 0 1266631 834677 751571 41456 41650
658573 hair_between_eyes 0 1271873 823493 740959 41239 41295
1882 thighhighs 0 1238300 818147 736050 41145 40952
9294 navel 0 1229063 809533 728206 40529 40798
1821 2girls 0 1096035 769352 692850 38191 38311
16613 jewelry 0 1160701 762752 686361 38225 38166
464575 ribbon 0 1156999 759153 683393 37960 37800
12289 sitting 0 1009335 728626 655295 36918 36413
4607 cleavage 0 1072078 697997 627968 34949 35080
3843 jacket 0 1040203 686651 617689 34398 34564
376054 bare_shoulders 0 1042437 669703 603139 33252 33312
15675 standing 0 980391 659813 593272 33091 33450
417660 very_long_hair 0 1034958 659591 593240 33086 33265
1709 twintails 0 961709 638705 574751 32067 31887
376766 white_shirt 0 947457 637095 573201 31702 32192
667868 medium_breasts 0 942601 635447 571936 31769 31742
16578 brown_eyes 0 890009 625936 563164 31282 31490
10960 green_eyes 0 910719 610466 549202 30389 30875
10953 blue_hair 0 922475 609002 547717 30385 30900
608813 full_body 0 895769 604447 544196 29866 30385
464906 underwear 0 833693 580053 522069 29063 28921

Character Tags

3457 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 74477 67022 3740 3715
12239 hakurei_reimu 4 82490 52667 47387 2679 2601
12242 kirisame_marisa 4 73778 47359 42611 2374 2374
12249 flandre_scarlet 4 54238 36399 32744 1862 1793
12248 remilia_scarlet 4 54280 34747 31353 1679 1715
12314 izayoi_sakuya 4 47224 30176 27143 1481 1552
1301082 admiral_(kancolle) 4 38069 25849 23264 1275 1310
12244 konpaku_youmu 4 36283 23128 20760 1187 1181
1720 cirno 4 35769 22839 20615 1095 1129
9123 alice_margatroid 4 35832 22798 20562 1091 1145
1478495 artoria_pendragon_(fate) 4 39996 22279 19996 1179 1104
427142 komeiji_koishi 4 36349 22229 19999 1149 1081
388200 kochiya_sanae 4 36638 21974 19827 1062 1085
12247 patchouli_knowledge 4 35227 21403 19335 1040 1028
12246 yakumo_yukari 4 33647 20800 18737 974 1089
12308 shameimaru_aya 4 29713 19264 17346 954 964
12304 reisen_udongein_inaba 4 27757 17747 15882 916 949
592924 akemi_homura 4 27270 16931 15338 783 810
427143 komeiji_satori 4 26688 16540 14877 832 831
390427 kagamine_rin 4 21932 16252 14474 875 903
592925 kaname_madoka 4 26598 16053 14543 742 768
11374 hong_meiling 4 25544 16004 14374 789 841
12307 fujiwara_no_mokou 4 27362 15294 13746 754 794
1613000 warrior_of_light_(ff14) 4 18497 15200 13647 778 775
395218 inubashiri_momiji 4 23249 14742 13306 695 741
1631198 sensei_(blue_archive) 4 22589 14731 13242 779 710
12245 saigyouji_yuyuko 4 24925 13599 12244 686 669
1631074 kaga_(kancolle) 4 21630 13562 12158 731 673
2082 rumia 4 19691 12676 11467 595 614
602257 konpaku_youmu_(ghost) 4 19982 12671 11404 633 634
427145 kaenbyou_rin 4 19901 12643 11407 610 626
12250 yakumo_ran 4 20630 12231 10922 621 688
384842 moriya_suwako 4 19428 12216 11000 614 602
593109 miki_sayaka 4 18886 11772 10567 593 612
474 chen 4 18567 11677 10505 559 613
401582 kazami_yuuka 4 18259 11590 10401 558 631
1581467 lumine_(genshin_impact) 4 17169 11571 10431 550 590
1275718 hibiki_(kancolle) 4 17112 11300 10102 598 600
2075918 inkling_player_character 4 14067 11253 10120 583 550
427184 reiuji_utsuho 4 18505 11216 10073 584 559
1275728 shigure_(kancolle) 4 16711 11146 10075 546 525
6313 link 4 16289 11082 10013 542 527
383392 kawashiro_nitori 4 16864 11066 9928 558 580
1414209 mash_kyrielight 4 17885 11040 10005 499 536
1275729 shimakaze_(kancolle) 4 19214 11017 9875 561 581
393597 kagamine_len 4 14232 10323 9187 575 561
604258 sakura_kyoko 4 16141 10304 9259 528 517
1213183 saber_(fate) 4 18080 10164 9100 556 508
1391754 fujimaru_ritsuka_(female) 4 13484 10078 9052 529 497
1799 koakuma 4 14902 9944 8933 497 514

Artist Tags

9480 selected artist tags (50 of them shown) in total.

tag_id name category count selected_count train_count test_count val_count
1016232 haruyama_kazunori 1 5231 4290 3909 192 189
522588 kanon_(kurogane_knights) 1 4088 3455 3104 206 145
707629 hammer_(sunset_beach) 1 5472 3298 2953 175 170
471872 yaegashi_nan 1 4150 3131 2825 141 165
590000 ebifurya 1 6090 3077 2786 143 148
1251096 itomugi-kun 1 4716 2691 2386 145 160
692831 matsunaga_kouyou 1 3115 2525 2294 123 108
1673299 kou_hiyoyo 1 3622 2488 2228 119 141
681282 bb_(baalbuddy) 1 2815 2283 2068 113 102
1254914 kirisawa_juuzou 1 2564 2259 2002 133 124
398781 yohane 1 2594 2241 1984 144 113
2089176 a1_(initial-g) 1 2965 2118 1918 106 94
447855 kouji_(campus_life) 1 4293 2040 1851 93 96
1229939 blade_(galaxist) 1 3090 2038 1846 91 101
671132 bow_(bhp) 1 3034 2023 1823 110 90
1409482 avogado6 1 2283 1926 1727 129 70
1433111 futa_(nabezoko) 1 2814 1902 1762 85 55
728028 dd_(ijigendd) 1 2635 1896 1668 117 111
908467 minaba_hideo 1 2417 1893 1740 78 75
1424197 yukie_(kusaka_shi) 1 2239 1892 1688 114 90
587415 agawa_ryou 1 1968 1860 1655 113 92
1591110 nanashi_(nlo) 1 2332 1786 1676 70 40
673513 rebecca_(keinelove) 1 3573 1778 1620 81 77
1543884 nyantcha 1 2426 1772 1596 83 93
465291 tony_taka 1 3163 1763 1573 67 123
1266453 ido_(teketeke) 1 2859 1758 1521 116 121
1293016 ojipon 1 3314 1738 1563 110 65
401077 ueyama_michirou 1 2092 1738 1547 102 89
1460611 chihuri 1 2846 1731 1563 88 80
678454 tsukudani_(coke-buta) 1 2410 1708 1537 80 91
474302 ichimi 1 2288 1694 1550 78 66
2497 carnelian 1 2499 1690 1440 99 151
406695 bkub 1 3799 1689 1489 86 114
398665 izumi_tsubasu 1 1987 1689 1551 71 67
377037 kantoku 1 2345 1670 1484 98 88
1336926 ruu_(tksymkw) 1 4590 1641 1487 83 71
1436496 gomashio_(goma_feet) 1 2179 1631 1472 71 88
1595746 hara_(harayutaka) 1 3127 1619 1434 101 84
1041138 mattaku_mousuke 1 1882 1616 1457 74 85
533960 abubu 1 2417 1614 1458 90 66
598381 slugbox 1 2320 1612 1449 89 74
1474131 hiroki_(yyqw7151) 1 2736 1599 1432 98 69
1245109 rariatto_(ganguri) 1 2427 1598 1434 76 88
1239486 hamu_koutarou 1 2388 1585 1403 98 84
1990846 kouno_(masao) 1 2187 1572 1406 82 84
1664801 echo_(circa) 1 1894 1559 1390 70 99
1029019 kani_biimu 1 2379 1553 1434 52 67
474431 milkpanda 1 2163 1553 1390 70 93
1604987 konoshige_(ryuun) 1 2035 1552 1375 92 85
444122 houtengeki 1 2385 1503 1357 76 70

Citation 

@inproceedings{danbooruwdtaggerv4webdatasetfulldatasetartistsaddededition,
  author = {narugo1992 and Smilingwolf},
  title = {Danbooru WDTagger V4 Webdataset Full Dataset (Artists Added Edition)},
  year = {2025},
  url = {https://huggingface.co/narugo and https://huggingface.co/SmilingWolf},
  note = {Dataset available at https://huggingface.co/datasets/animetimm/danbooru-wdtagger-v4-w640-ws-full-witha}
}
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