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Datasets:
animetimm
/
danbooru-wdtagger-v4a-w640-ws-full

Tasks:
Image Classification
Zero-Shot Image Classification
Languages:
English
Japanese
Size:
100K<n<1M
Tags:
art
anime
Not-For-All-Audiences
webdataset
datasets
Libraries:
WebDataset
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Danbooru WDTagger V4 Webdataset Full Dataset (Artists 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-v4a-w640-ws-full')
print(dataset["train"][0])

Images

552794 images in total.

Split Image Count Total Size
train 494372 30.3 GB
test 29243 1.79 GB
val 29179 1.81 GB

Tags

3406 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 146635 131106 7811 7718
9999998 sensitive 9 4478213 264393 236239 14059 14095
9999997 questionable 9 1032970 81517 73078 4251 4188
9999996 explicit 9 900939 60249 53949 3122 3178

General Tags

2537 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 386498 345896 20413 20189
212816 solo 0 5341234 297586 266255 15814 15517
13197 long_hair 0 4677442 296756 265466 15690 15600
8601 breasts 0 3696520 247404 221491 12966 12947
3389 blush 0 3145456 232194 207870 12140 12184
469576 looking_at_viewer 0 3591347 207769 185922 11097 10750
1815 smile 0 3103828 205034 183342 10977 10715
11906 open_mouth 0 2563264 190620 170443 10198 9979
15080 short_hair 0 2413622 159761 142833 8443 8485
566835 multiple_girls 0 1638110 136972 122410 7206 7356
12590 shirt 0 2015187 124435 111369 6616 6450
412368 simple_background 0 1993448 121473 108880 6341 6252
429 skirt 0 1665177 121355 108753 6357 6245
403247 large_breasts 0 1695376 118672 106076 6183 6413
16867 brown_hair 0 1628876 117777 105264 6184 6329
10959 blue_eyes 0 1887739 114057 102067 6016 5974
383159 long_sleeves 0 1715960 108325 96682 5852 5791
13200 black_hair 0 1629597 103604 92806 5328 5470
87788 blonde_hair 0 1660630 100835 90324 5325 5186
515193 white_background 0 1650067 97883 87789 5095 4999
380350 hair_ornament 0 1531545 95703 85685 5139 4879
4563 bow 0 1265406 89137 79953 4639 4545
2373 hat 0 1291706 86707 77524 4590 4593
1882 thighhighs 0 1238300 86060 77076 4507 4477
540830 1boy 0 1534705 85167 76031 4487 4649
9294 navel 0 1229063 84896 76040 4485 4371
375387 holding 0 1511512 83750 74926 4414 4410
1821 2girls 0 1096035 83557 74732 4392 4433
658573 hair_between_eyes 0 1271873 82412 73745 4321 4346
2241 dress 0 1409604 81827 73029 4386 4412
8526 red_eyes 0 1366138 81059 72449 4338 4272
6126 animal_ears 0 1266631 79284 70829 4194 4261
464575 ribbon 0 1156999 77131 69156 3976 3999
5735 gloves 0 1462455 76919 68702 4052 4165
572080 closed_mouth 0 1309112 74791 66898 3937 3956
16578 brown_eyes 0 890009 74125 66332 3783 4010
464906 underwear 0 833693 68555 61396 3625 3534
15675 standing 0 980391 67905 60560 3631 3714
4607 cleavage 0 1072078 66570 59485 3480 3605
12289 sitting 0 1009335 66391 59301 3590 3500
63 comic 0 572373 65586 58669 3342 3575
667868 medium_breasts 0 942601 65096 58350 3420 3326
16509 school_uniform 0 841594 64874 58085 3419 3370
8889 nipples 0 880784 64320 57635 3283 3402
1709 twintails 0 961709 63947 57281 3378 3288
465619 closed_eyes 0 766933 63078 56417 3367 3294
376054 bare_shoulders 0 1042437 62681 56111 3289 3281
417660 very_long_hair 0 1034958 59907 53687 3069 3151
1681 monochrome 0 668680 58694 52483 3020 3191
391 panties 0 678753 58121 52060 3072 2989

Character Tags

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

tag_id name category count selected_count train_count test_count val_count
1301082 admiral_(kancolle) 4 38069 6738 6043 323 372
12239 hakurei_reimu 4 82490 5885 5260 306 319
12242 kirisame_marisa 4 73778 5112 4564 253 295
12248 remilia_scarlet 4 54280 4663 4170 221 272
12249 flandre_scarlet 4 54238 4123 3690 200 233
12314 izayoi_sakuya 4 47224 3940 3490 212 238
12244 konpaku_youmu 4 36283 3849 3451 191 207
388200 kochiya_sanae 4 36638 3488 3130 185 173
1631074 kaga_(kancolle) 4 21630 3430 3053 199 178
385430 hatsune_miku 4 113004 3111 2788 195 128
12247 patchouli_knowledge 4 35227 2856 2588 134 134
12246 yakumo_yukari 4 33647 2854 2530 157 167
12304 reisen_udongein_inaba 4 27757 2845 2517 169 159
1720 cirno 4 35769 2823 2543 128 152
9123 alice_margatroid 4 35832 2799 2505 140 154
12308 shameimaru_aya 4 29713 2794 2447 168 179
427142 komeiji_koishi 4 36349 2653 2376 148 129
473327 tatara_kogasa 4 16955 2647 2341 147 159
1275715 fubuki_(kancolle) 4 11667 2637 2367 127 143
11374 hong_meiling 4 25544 2628 2334 151 143
427143 komeiji_satori 4 26688 2451 2178 144 129
12250 yakumo_ran 4 20630 2294 1989 143 162
12307 fujiwara_no_mokou 4 27362 2243 2006 123 114
1275718 hibiki_(kancolle) 4 17112 2202 1978 101 123
1275720 inazuma_(kancolle) 4 13192 2158 1950 99 109
12245 saigyouji_yuyuko 4 24925 2157 1944 93 120
1630449 akagi_(kancolle) 4 12706 2149 1924 118 107
1478495 artoria_pendragon_(fate) 4 39996 2133 1921 92 120
1275728 shigure_(kancolle) 4 16711 2128 1914 119 95
602257 konpaku_youmu_(ghost) 4 19982 2081 1865 110 106
12302 kamishirasawa_keine 4 16451 1954 1745 110 99
1275729 shimakaze_(kancolle) 4 19214 1929 1720 107 102
1631456 ushio_(kancolle) 4 7176 1913 1760 79 74
1350122 kongou_(kancolle) 4 13693 1759 1576 87 96
473267 nazrin 4 13870 1756 1574 84 98
13814 morichika_rinnosuke 4 9664 1719 1539 91 89
401582 kazami_yuuka 4 18259 1705 1525 65 115
1631219 nagato_(kancolle) 4 9667 1689 1507 85 97
1631504 yuudachi_(kancolle) 4 11760 1655 1467 104 84
474 chen 4 18567 1634 1443 81 110
2082 rumia 4 19691 1630 1466 95 69
503343 houjuu_nue 4 12759 1553 1389 92 72
1275712 akebono_(kancolle) 4 6661 1531 1413 52 66
1275719 ikazuchi_(kancolle) 4 11126 1518 1383 73 62
12306 houraisan_kaguya 4 15499 1516 1343 88 85
452135 producer_(idolmaster) 4 9633 1516 1340 93 83
1631257 ooyodo_(kancolle) 4 6298 1481 1328 69 84
12305 yagokoro_eirin 4 11879 1451 1294 71 86
1391753 fujimaru_ritsuka_(male) 4 14431 1442 1303 65 74
427145 kaenbyou_rin 4 19901 1424 1285 75 64

Artist Tags

650 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{danbooruwdtaggerv4webdatasetfulldatasetartistsedition,
  author = {narugo1992 and Smilingwolf},
  title = {Danbooru WDTagger V4 Webdataset Full Dataset (Artists Edition)},
  year = {2025},
  url = {https://huggingface.co/narugo and https://huggingface.co/SmilingWolf},
  note = {Dataset available at https://huggingface.co/datasets/animetimm/danbooru-wdtagger-v4a-w640-ws-full}
}
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