id
int64 2.6k
8.08M
| score
int64 -3
2.25k
| fav_count
int64 0
2.17k
| rating
stringclasses 4
values | created_at
stringlengths 29
29
| image_width
int64 250
15.1k
| image_height
int64 200
17.2k
| tag_string_general
stringlengths 192
4.87k
| tag_string_character
stringlengths 3
2.1k
| tag_string_copyright
stringlengths 3
677
| tag_string_artist
stringlengths 2
168
⌀ | tag_string_meta
stringlengths 4
180
⌀ | file_url
stringlengths 73
73
| file_ext
stringclasses 2
values | tag_count
int64 28
639
| tag_count_general
int64 25
447
| tag_count_character
int64 1
153
| tag_count_copyright
int64 1
34
| tag_count_artist
int64 1
15
| tag_count_meta
int64 0
12
|
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2,755,918 | 19 | 43 | s | 2017-06-15T01:48:15.397+09:00 | 887 | 1,500 | 2girls :d alternate_costume animal_ears arm_at_side arm_strap artist_name bare_shoulders belt blonde_hair blue_eyes blue_hair blush bow breasts cleavage cleavage_cutout clipboard clothing_cutout corset cross crossover detached_collar dress english_text eyelashes facial_mark fingernails fish flipped_hair fox_ears fox_tail full_body gradient groin hair_between_eyes hair_ornament hairclip hand_on_own_chest hand_up hat headphones heart high_heels high_ponytail highleg hip_focus holding holding_clipboard holding_syringe kneehighs lace lace-trimmed_legwear lace_trim large_breasts legs legs_apart lipstick logo long_fingernails long_hair long_legs looking_at_viewer makeup multiple_girls nail_polish nurse nurse_cap open_mouth parted_bangs parted_lips pink_bow pink_dress pink_footwear pink_hat pink_lips pink_nails pink_ribbon ponytail purple_background red_cross ribbon shoes short_dress short_ponytail side_slit sidelocks signature simple_background smile socks strappy_heels syringe tail tassel tattoo test_tube thigh_strap thighhighs thighs whisker_markings white_legwear white_wings wings wrist_cuffs yellow_eyes | ahri_(league_of_legends) mercy_(overwatch) | league_of_legends overwatch overwatch_1 | citemer | commentary english_commentary highres photoshop_(medium) | jpg | 116 | 106 | 2 | 3 | 1 | 4 |
|
4,683,757 | 24 | 33 | s | 2021-08-05T17:16:47.504+09:00 | 1,872 | 1,602 | 2girls animal_ears belly_grab black_hair breasts cleavage collarbone flower gloom_(expression) hair_flower hair_ornament headband horse_ears horse_girl horse_tail long_hair medium_breasts multiple_girls official_alternate_costume open_mouth orange_hair short_hair surprised swimsuit tail tears touching tracen_swimsuit | silence_suzuka_(umamusume) special_week_(hopping_vitamin_heart)_(umamusume) special_week_(umamusume) | umamusume | null | commentary_request highres translated | jpg | 36 | 28 | 3 | 1 | 1 | 3 |
|
3,367,970 | 93 | 168 | s | 2019-01-01T00:03:54.948+09:00 | 1,180 | 2,150 | 1girl arm_support black_legwear black_panties blush breasts china_dress chinese_clothes choker cleavage_cutout closed_mouth clothing_cutout dress earrings flower folding_fan garter_straps green_eyes hair_flower hair_ornament hairclip hand_fan high_heels holding holding_fan indoors jewelry knee_up large_breasts lattice looking_at_viewer night no_shoes panties pelvic_curtain pink_dress pink_hair red_footwear ribbon shawl shoes sidelocks signature single_shoe sitting smile stool taut_clothes taut_dress thighhighs underbust underwear unworn_shoes window | memphis_(azur_lane) | azur_lane | silveroid | commentary highres | jpg | 59 | 54 | 1 | 1 | 1 | 2 |
|
4,001,733 | 41 | 73 | s | 2020-07-16T09:27:34.327+09:00 | 2,894 | 4,093 | 1girl barefoot bikini black_bikini blue_eyes blue_hair blue_nails blunt_bangs bow breasts cleavage detached_collar feet gloves hairband maid maid_bikini medium_breasts nail_polish navel short_hair simple_background sitting solo swimsuit thighs toes unconventional_maid water wet white_background | rem_(re:zero) | re:zero_kara_hajimeru_isekai_seikatsu | null | absurdres highres | jpg | 36 | 31 | 1 | 1 | 1 | 2 |
|
4,480,959 | 66 | 107 | s | 2021-04-22T21:51:00.425+09:00 | 2,591 | 3,624 | 1girl ass back blue_skirt blush border bra breasts curvy from_behind green_eyes hair_ornament hair_scrunchie holding holding_unworn_clothes holding_unworn_skirt long_hair looking_to_the_side medium_breasts panties parted_bangs parted_lips pleated_skirt purple_bra purple_hair purple_panties scrunchie sideboob simple_background skirt solo standing thighs underwear underwear_only unworn_skirt | tojo_nozomi | love_live! love_live!_school_idol_project | null | absurdres highres | png | 42 | 36 | 1 | 2 | 1 | 2 |
|
6,620,505 | 38 | 36 | s | 2023-08-24T22:06:23.705+09:00 | 2,639 | 4,096 | 1girl :< animal_ears aqua_bow black_gloves bow breasts cat_ears cat_girl cleavage cup facial_mark gloves grey_hair holding holding_cup long_hair long_sleeves looking_at_viewer medium_breasts purple_eyes solo star_(symbol) star_facial_mark upper_body | lynette_(genshin_impact) | genshin_impact | null | absurdres highres | png | 30 | 25 | 1 | 1 | 1 | 2 |
|
1,640,752 | 9 | 18 | s | 2014-03-19T05:42:15.463+09:00 | 700 | 1,049 | 1girl black_socks blue_eyes bow bowtie brown_hair dress_shirt green_eyes heterochromia kneehighs long_sleeves mole mole_under_eye open_mouth panties pleated_skirt shirt short_hair sitting sketch skirt socks solo underwear white_panties | takagaki_kaede | idolmaster idolmaster_cinderella_girls | sakayama_shinta | commentary_request | jpg | 30 | 25 | 1 | 2 | 1 | 1 |
|
7,300,760 | 7 | 7 | s | 2024-03-07T09:28:49.317+09:00 | 2,402 | 3,398 | 1girl aegyo_sal alternate_costume aqua_hair aqua_scales asymmetrical_bangs black_camisole black_jacket black_nails blunt_bangs braid breasts camisole chain chain_necklace cleavage colored_eyelashes ear_chain earrings electric_guitar eyelashes fangs fingernails graffiti guitar hair_intakes hair_over_one_eye holding holding_microphone_stand instrument jacket jewelry long_hair medium_breasts microphone_stand multiple_necklaces music nail_polish necklace off_shoulder one_eye_covered open_mouth pointy_ears scales sharp_fingernails sidelocks silver_earrings silver_necklace singing slit_pupils small_horns solo spotlight star_(symbol) star_earrings tile_wall tiles twin_braids upper_body white_eyes white_nails | serpent_(path_to_nowhere) | path_to_nowhere | null | absurdres chinese_commentary commentary highres | jpg | 69 | 62 | 1 | 1 | 1 | 4 |
|
2,645,939 | 3 | 4 | s | 2017-03-02T09:04:13.661+09:00 | 774 | 700 | 1girl animal_ears bear_ears bear_girl black_footwear black_hair black_pantyhose black_shirt black_skirt blush boots brown_eyes brown_hair chibi cloud crescent_moon eyelashes from_side full_body fur-trimmed_boots fur_trim layered_sleeves long_sleeves looking_at_viewer moon multicolored_hair night on_crescent outdoors outline pantyhose pillow pleated_skirt shirt short_over_long_sleeves short_sleeves sitting skirt sky solo star_(sky) tsurime twitter_username two-tone_hair white_outline | japanese_black_bear_(kemono_friends) | kemono_friends | null | commentary jpeg_artifacts | jpg | 50 | 45 | 1 | 1 | 1 | 2 |
|
6,615,805 | 28 | 25 | s | 2023-08-23T10:53:20.342+09:00 | 1,241 | 1,754 | 1girl 404_logo_(girls'_frontline) armband asymmetrical_legwear black_jacket black_pantyhose breasts brown_hair fang fingerless_gloves full_body gloves grin hair_ornament hairclip hand_on_own_leg head-mounted_display indian_style jacket long_hair looking_at_viewer midriff navel no_shoes open_clothes open_shirt pantyhose partially_unbuttoned red_eyes scar scar_across_eye scar_on_face simple_background single_barefoot sitting smile solo stomach twintails unbuttoned unbuttoned_shirt white_background yellow_armband | ump9_(girls'_frontline) ump9_(mod3)_(girls'_frontline) | girls'_frontline | null | commentary highres | jpg | 49 | 43 | 2 | 1 | 1 | 2 |
|
5,483,919 | 25 | 22 | s | 2022-07-05T16:57:19.565+09:00 | 1,684 | 1,920 | 1girl aqua_eyes aqua_hair bare_shoulders bikini bikini_skirt bracelet breasts collarbone floral_print flower full_body gem hair_flower hair_ornament hibiscus highleg highleg_bikini innertube jewelry layered_bikini long_hair navel off-shoulder_bikini off_shoulder one_eye_closed open_mouth pearl_(gemstone) pearl_bracelet petals red_bikini sandals solo stomach swim_ring swimsuit thighs toes torn_clothes torn_footwear transparent_background two-tone_bikini yellow_bikini | eirika_(fire_emblem) eirika_(summer)_(fire_emblem) | fire_emblem fire_emblem:_the_sacred_stones fire_emblem_heroes | wada_sachiko | highres non-web_source official_art | png | 52 | 43 | 2 | 3 | 1 | 3 |
|
2,895,321 | 48 | 62 | s | 2017-10-19T13:03:24.800+09:00 | 500 | 750 | 1girl animal_ears animal_hands bandeau blush bow breasts claw_pose cleavage cowboy_shot fake_animal_ears fang fishnet_thighhighs fishnets fur_trim gloves hair_bow long_hair navel open_mouth panties paw_gloves ponytail purple_background purple_panties rabbit_ears rabbit_tail red_eyes red_hair sidelocks simple_background small_breasts solo tail thighhighs underwear | chigusa_asuha super_sonico | nitroplus qualidea_code | sekiya_asami | commentary_request translated | png | 43 | 36 | 2 | 2 | 1 | 2 |
|
2,323,056 | 14 | 23 | g | 2016-04-06T13:07:02.842+09:00 | 541 | 800 | 1girl artist_name asymmetrical_legwear black_hair black_socks black_thighhighs borrowed_weapon crossover excalibur_(fate/stay_night) gloves long_hair looking_at_viewer red_eyes school_uniform serafuku skirt smile socks solo sword thighhighs thighs twitter_username two-handed_sword uneven_legwear voice_actor_connection weapon white_gloves | isokaze_(kancolle) kawasumi_ayako | fate/stay_night fate_(series) kantai_collection | null | commentary_request | jpg | 35 | 28 | 2 | 3 | 1 | 1 |
|
2,843,076 | 76 | 132 | s | 2017-09-03T19:14:39.998+09:00 | 640 | 904 | 1girl :o alternate_costume bare_shoulders beer_mug blunt_bangs blush bow breasts brown_eyes brown_hair cleavage collarbone corset cowboy_shot cup detached_sleeves dirndl dress frilled_dress frills german_clothes holding holding_cup large_breasts legs_apart long_hair looking_at_viewer mature_female mug open_mouth puffy_short_sleeves puffy_sleeves short_sleeves simple_background solo standing straight_hair tsurime yellow_background | nishizumi_shiho | girls_und_panzer | inoshira | commentary_request photoshop_(medium) | jpg | 45 | 40 | 1 | 1 | 1 | 2 |
|
4,481,159 | 9 | 13 | g | 2021-04-23T00:17:47.997+09:00 | 1,200 | 706 | 1girl :d black_dress blob blue_hair dream_soul dress hat holding lying multicolored_clothes multicolored_dress nightcap off_shoulder on_side one_eye_closed open_mouth pom_pom_(clothes) red_eyes red_hat short_hair smile solo tail tapir_tail white_dress | doremy_sweet | touhou | fuukadia_(narcolepsy) | commentary | jpg | 30 | 26 | 1 | 1 | 1 | 1 |
|
5,948,718 | 7 | 7 | s | 2023-01-03T01:38:55.470+09:00 | 800 | 1,000 | 1girl 2023 animal_ears armpits arms_up bare_shoulders black_hair black_pantyhose blush bow bowtie detached_collar fake_animal_ears fake_tail fishnet_pantyhose fishnets full_body high_heels legs legs_apart leotard long_hair new_year pantyhose playboy_bunny rabbit_ears rabbit_pose rabbit_tail red_eyes red_footwear red_leotard shoes solo strapless strapless_leotard tail thighs tiara twintails wrist_cuffs | ashley_(warioware) | warioware | null | null | jpg | 43 | 40 | 1 | 1 | 1 | 0 |
|
1,142,549 | 19 | 36 | s | 2012-04-14T23:22:54.156+09:00 | 1,220 | 807 | 2girls battle blonde_hair boots bow danmaku duel flying full_moon glowing glowing_eyes hair_bow laevatein_(touhou) letterboxed long_hair moon multiple_girls night red_moon short_hair smile suspenders very_long_hair white_hair wings | flandre_scarlet fujiwara_no_mokou | touhou | null | commentary_request md5_mismatch resolution_mismatch source_smaller | png | 33 | 25 | 2 | 1 | 1 | 4 |
|
2,089,503 | 16 | 27 | s | 2015-08-06T17:03:49.821+09:00 | 1,600 | 1,220 | 3girls ;d ^_^ armpits bow closed_eyes dress fang hair_bow horn_ornament horn_ribbon horns long_hair monochrome multiple_girls one_eye_closed open_mouth pointy_ears ribbon shirt short_hair single_horn sketch skirt smile sweat t-shirt | ex-keine hoshiguma_yuugi ibuki_suika kamishirasawa_keine | touhou | 6_(yuchae) | commentary_request highres | png | 35 | 27 | 4 | 1 | 1 | 2 |
|
7,964,451 | 8 | 7 | g | 2024-08-07T16:14:16.488+09:00 | 1,067 | 1,500 | 1girl animal_costume animal_hood animal_print blue_hair blunt_bangs blush brown_horns buttons closed_mouth cosplay cow_costume cow_hood cow_horns cow_print cow_tail fake_horns fake_tail hands_up hood hood_up horns kigurumi long_hair long_sleeves looking_at_viewer pajamas red_eyes sidelocks simple_background smile solo standing tail white_background white_pajamas | sajo_yukimi | idolmaster idolmaster_cinderella_girls | null | commentary_request highres paid_reward_available translated variant_set | jpg | 45 | 36 | 1 | 2 | 1 | 5 |
|
5,336,378 | 13 | 11 | g | 2022-05-09T02:52:21.644+09:00 | 640 | 800 | 1girl black_footwear blue_dress blue_eyes blue_hair blue_skirt covered_mouth curly_hair dress full_body hagoromo hair_rings looking_at_viewer medium_hair puffy_short_sleeves puffy_sleeves shawl shoes short_sleeves sideways_glance sitting skirt socks solo wariza white_socks | kaku_seiga | touhou | null | commentary | jpg | 30 | 26 | 1 | 1 | 1 | 1 |
|
5,344,008 | 16 | 14 | g | 2022-05-12T02:30:48.739+09:00 | 1,500 | 1,600 | 1girl :> =_= animal_ears black_footwear blue_bow blue_shirt blush bow brown_hair character_doll closed_eyes closed_mouth doll hair_between_eyes hair_ribbon high_ponytail holding holding_doll horse_ears horse_girl horse_tail long_hair multicolored_hair pink_ribbon pleated_skirt ponytail puffy_short_sleeves puffy_sleeves ribbon sailor_collar school_uniform shirt shoes short_sleeves simple_background skirt smile solo streaked_hair tail thighhighs tracen_school_uniform very_long_hair white_background white_hair white_sailor_collar white_skirt white_thighhighs | symboli_rudolf_(umamusume) tokai_teio_(umamusume) | umamusume | nozo_(hitomiz) | commentary_request highres | jpg | 55 | 49 | 2 | 1 | 1 | 2 |
|
6,030,926 | 162 | 157 | e | 2023-01-31T22:05:48.877+09:00 | 1,387 | 2,000 | 1boy 2girls animal_ear_fluff animal_ears black_hair blue_eyes blush breasts brown_hair censored completely_nude cooperative_fellatio fellatio female_pubic_hair ffm_threesome gradient_hair group_sex heart heart-shaped_pupils heart_hands heavy_breathing hetero kemonomimi_mode large_breasts licking licking_penis light_brown_hair long_hair looking_at_viewer medium_hair mosaic_censoring multicolored_hair multiple_girls nipples nude open_mouth oral penis ponytail pubic_hair saliva simple_background symbol-shaped_pupils teamwork_(sexual) threesome tongue tongue_out yellow_eyes | aketa_mikoto shirase_sakuya | idolmaster idolmaster_shiny_colors | null | commentary_request highres | jpg | 55 | 48 | 2 | 2 | 1 | 2 |
|
1,172,520 | 39 | 98 | q | 2012-05-24T21:01:35.468+09:00 | 578 | 800 | 1girl alternate_costume alternate_hairstyle animal_ears backpack bag blush breasts clitoris clothes_lift covered_nipples dog_ears dog_girl dog_tail egg_vibrator female_pubic_hair large_breasts lifting_own_clothes long_hair looking_at_viewer nipples no_bra panties pubic_hair pubic_hair_peek pussy randoseru see-through sex_toy skirt skirt_lift solo sweat tail thigh_strap twintails underwear vibrator vibrator_in_thigh_strap white_panties | kitagou_fumika | strike_witches_zero world_witches_series | null_(nyanpyoun) | null | jpg | 44 | 40 | 1 | 2 | 1 | 0 |
|
5,447,435 | 37 | 36 | q | 2022-06-21T03:06:53.863+09:00 | 852 | 1,200 | 1girl ahoge arm_support ass backboob blonde_hair breasts censored closed_mouth completely_nude draph horns large_breasts leaning_forward light_smile long_hair looking_at_viewer looking_back nipples nude pussy sheep_horns solo standing thick_eyebrows wavy_hair yellow_eyes | anila_(granblue_fantasy) | granblue_fantasy | kazukoto | highres md5_mismatch | jpg | 32 | 27 | 1 | 1 | 1 | 2 |
|
1,537,986 | 10 | 22 | q | 2013-11-03T03:42:55.708+09:00 | 841 | 1,201 | 2girls :o blood blush center_opening collarbone cosplay dress jewelry long_hair looking_at_viewer mini_person minigirl multiple_girls necklace nosebleed panties parted_lips pendant polka_dot polka_dot_legwear standing ultimate_madoka_(cosplay) underwear white_dress white_panties | kaname_madoka momoe_nagisa tomoe_mami ultimate_madoka | mahou_shoujo_madoka_magica mahou_shoujo_madoka_magica:_hangyaku_no_monogatari | hayashiya_zankurou | commentary_request highres | png | 35 | 26 | 4 | 2 | 1 | 2 |
|
4,214,042 | 1 | 1 | s | 2020-11-22T05:55:35.488+09:00 | 1,141 | 1,600 | 3girls 4koma blush bow cetacean_tail choker comic dorsal_fin dress fins fish_tail food greyscale hair_bow japari_bun monochrome multiple_girls neckerchief puffy_short_sleeves puffy_sleeves sailor_collar sailor_dress short_hair short_hair_with_long_locks short_sleeves sitting tail | common_bottlenose_dolphin_(kemono_friends) common_dolphin_(kemono_friends) narwhal_(kemono_friends) | kemono_friends | kotobuki_(tiny_life) | highres translated | jpg | 34 | 27 | 3 | 1 | 1 | 2 |
|
2,079,264 | 12 | 18 | q | 2015-07-26T13:27:49.251+09:00 | 1,189 | 862 | 1girl artistic_error ass bad_feet bare_shoulders bed bed_sheet breasts clothes_down finger_to_mouth frog_hair_ornament futon green_hair hair_between_eyes hair_ornament large_breasts long_hair looking_at_viewer lying midriff naughty_face nippleless_clothes panties pillow revealing_clothes saliva saliva_trail solo tatami thighhighs thighs tongue tongue_out underwear white_panties white_thighhighs wrong_foot | kochiya_sanae | touhou | himuro_shunsuke | commentary_request | png | 41 | 37 | 1 | 1 | 1 | 1 |
|
5,422,891 | 24 | 20 | g | 2022-06-11T10:32:51.420+09:00 | 768 | 800 | 1boy 1girl backpack bag banana bandana beanie bike_shorts black_pants black_socks brown_hair cloud day dress food fruit gloves grass green_bag green_bandana hat open_mouth orange_dress outdoors pants pokemon_(creature) riding riding_pokemon shirt shoes short_dress short_sleeves sitting sky smile socks tree white_headwear | brendan_(pokemon) may_(pokemon) mightyena oddish tropius vileplume | pokemon pokemon_adventures | yukin_(es) | bad_id bad_pixiv_id commentary_request | jpg | 50 | 38 | 6 | 2 | 1 | 3 |
|
1,905,640 | 13 | 10 | g | 2015-01-19T23:42:24.401+09:00 | 800 | 800 | 2girls :d alternate_costume apple baguette beanie blonde_hair bread breasts contemporary denim dress food fruit gradient_background groceries hair_ornament hairclip hat jeans large_breasts layered_clothes leaf_hair_ornament long_skirt long_sleeves looking_at_another multiple_girls open_mouth orange_shirt pants pants_under_dress red_eyes roasted_sweet_potato scarf shirt short_hair siblings sisters skirt smile sweater sweet_potato yellow_eyes | aki_minoriko aki_shizuha | touhou | cato_(monocatienus) | commentary_request | jpg | 48 | 43 | 2 | 1 | 1 | 1 |
|
5,536,509 | 30 | 26 | g | 2022-07-26T00:06:15.387+09:00 | 864 | 1,200 | 1girl aqua_eyes aqua_hair aqua_necktie beamed_sixteenth_notes black_footwear black_skirt black_sleeves blurry blurry_background collared_shirt detached_sleeves food hair_between_eyes hair_ornament holding holding_food holding_spring_onion holding_vegetable light_blush long_hair looking_at_viewer musical_note necktie open_mouth shirt skirt sleeves_past_wrists smile solo spring_onion thighhighs twintails v4x vegetable very_long_hair white_background white_shirt zettai_ryouiki | hatsune_miku hatsune_miku_(vocaloid4) | jashin-chan_dropkick vocaloid | null | bad_id bad_twitter_id commentary highres | jpg | 48 | 39 | 2 | 2 | 1 | 4 |
|
2,683,804 | 17 | 13 | s | 2017-04-07T14:54:55.887+09:00 | 999 | 708 | 2girls bishamonten's_pagoda blonde_hair blurry breasts cape cloud cloudy_sky depth_of_field dress floating flower hair_ornament long_hair lotus lotus_pedestal medium_breasts multicolored_hair multiple_girls obi purple_hair red_eyes sash sketch sky weapon | hijiri_byakuren toramaru_shou | touhou | null | bad_id bad_pixiv_id commentary_request | jpg | 33 | 26 | 2 | 1 | 1 | 3 |
|
6,665,978 | 229 | 221 | e | 2023-09-09T00:12:55.555+09:00 | 2,976 | 4,209 | 1boy 1girl blue_eyes blush breast_press breasts brown_hair censored completely_nude deepthroat fellatio from_side hand_on_another's_head heart hetero hug_and_suck large_breasts long_hair looking_up mosaic_censoring motion_lines navel nude oral penis sideboob simple_background | nakano_miku | go-toubun_no_hanayome | amog | absurdres commentary_request highres | png | 33 | 27 | 1 | 1 | 1 | 3 |
|
1,112,216 | 5 | 5 | s | 2012-03-05T18:22:39.803+09:00 | 1,200 | 1,711 | 2girls ^_^ armpits arms_behind_head arrow_(symbol) bare_shoulders bow bowtie choker closed_eyes comic dress elbow_gloves fog folding_fan gloves greyscale hair_bow hair_over_one_eye hand_fan hat horns long_hair monochrome multiple_girls oni open_mouth ribbon smile wrist_cuffs | ibuki_suika yakumo_yukari | touhou | aozora_market | highres scan translated | jpg | 37 | 30 | 2 | 1 | 1 | 3 |
|
3,630,569 | 7 | 15 | s | 2019-09-17T13:13:40.818+09:00 | 1,600 | 1,200 | 2girls ;o back_cutout beach_chair beach_towel bikini black_hair blue_nails bow bowtie breasts brown_eyes brown_hair bubble_tea cellphone cleavage clothing_cutout cooler cup day english_text hair_between_eyes hair_flaps halterneck hand_on_own_face holding holding_magazine innertube large_breasts long_hair looking_at_viewer magazine_(object) medium_breasts multiple_girls nail_polish one-piece_swimsuit one_eye_closed outdoors personification phone reading selfie shade short_hair sitting smartphone swim_ring swimsuit towel | facebook-san | facebook instagram twitter-san | tsukigi | commentary_request highres | jpg | 57 | 49 | 2 | 3 | 1 | 2 |
|
4,895,200 | 3 | 3 | g | 2021-11-06T23:33:05.353+09:00 | 1,750 | 1,225 | 1boy alternate_color architecture black_hair blue_eyes border brown_kimono building cloud dated day east_asian_architecture grey_hair hair_between_eyes hand_on_own_hip hand_up japanese_clothes kimono kyoto male_focus mount_fuji multicolored_hair musical_note open_mouth outdoors outline pagoda photo_background red_scarf scarf sideburns sky smile tree two-tone_hair white_border | grimsley_(pokemon) | pokemon pokemon_sm | null | commentary_request highres | jpg | 42 | 36 | 1 | 2 | 1 | 2 |
|
3,136,836 | 0 | 1 | s | 2018-05-26T03:58:33.991+09:00 | 1,559 | 2,176 | 1boy 1girl bag bandaid bandaid_on_hand blazer blush bush buttons cardigan comic earrings emphasis_lines fingernails greyscale hands_in_pockets holding house jacket jewelry kneehighs long_sleeves looking_at_another loose_necktie monochrome necktie open_clothes open_jacket open_mouth outdoors outstretched_arm pants pleated_skirt sanpaku scarf school_bag school_uniform shirt short_hair skirt smile socks speech_bubble standing stud_earrings sweatdrop swept_bangs talking tsurime very_short_hair walking wing_collar | fuji_izumi shida_yuudai | original | vice_(kuronekohadokoheiku) | commentary highres translated | jpg | 59 | 52 | 2 | 1 | 1 | 3 |
|
4,342,784 | 26 | 36 | s | 2021-02-05T12:00:42.240+09:00 | 1,401 | 1,781 | 1girl belly bikini black_choker black_sclera breasts choker cleavage colored_sclera colored_skin curvy green_bikini horns huge_breasts legs_together micro_bikini navel open_clothes open_vest pink_hair pink_skin short_hair solo standing sweat swimsuit thick_thighs thighs underboob vest wet yellow_eyes | ashido_mina | boku_no_hero_academia | kelvin_hiu | highres | png | 36 | 32 | 1 | 1 | 1 | 1 |
|
5,460,205 | 32 | 32 | e | 2022-06-26T05:45:48.415+09:00 | 2,894 | 4,093 | 1girl alternate_breast_size black_footwear black_hat black_skirt blue_vest blush bow breasts bukkake buttons cum cum_on_body cum_on_breasts cum_on_clothes cum_on_hair epaulettes excessive_cum eyes_visible_through_hair facial foot_out_of_frame frilled_hat frills green_hair hat heart heart-shaped_pupils huge_breasts long_sleeves nipples one_eye_closed open_mouth shirt shoes short_hair simple_background skirt sleeve_bow socks solo standing symbol-shaped_pupils vest white_background white_bow white_shirt white_socks wide_sleeves | shiki_eiki | touhou | null | absurdres commentary_request highres textless_version | jpg | 55 | 48 | 1 | 1 | 1 | 4 |
|
4,015,903 | 34 | 47 | s | 2020-07-25T15:27:56.363+09:00 | 2,000 | 3,327 | 1girl alternate_hairstyle bad_anatomy bad_neck bikini black_hair black_socks blush breasts collarbone front-tie_top full_body green_eyes groin hair_between_eyes hairband headband kneehighs large_breasts long_hair lowleg lowleg_bikini machinery navel open_mouth ribbon side-tie_bikini_bottom simple_background smokestack socks solo swimsuit white_background white_bikini white_headband white_ribbon | ushio_(kancolle) ushio_kai_ni_(kancolle) | kantai_collection | ryo_(tg290) | absurdres highres | jpg | 42 | 36 | 2 | 1 | 1 | 2 |
|
5,170,427 | 4 | 4 | g | 2022-03-04T16:25:24.324+09:00 | 2,048 | 1,261 | 1boy alternate_hairstyle arm_at_side armor black_gloves black_pants blonde_hair blue_cloak blurry blurry_background carpet cloak collared_jacket column dot_nose flower from_above full_body glint gloves gold_trim hair_between_eyes half_gloves hand_on_own_chest hand_up heart heart_print holding holding_sword holding_weapon indoors jacket kaitou_shinshi_no_harahara!?_white_day_(project_sekai) light light_particles looking_at_viewer male_focus on_one_knee orange_eyes palace pants pauldrons pillar red_carpet rose shade shadow short_hair shoulder_armor silver_trim single_pauldron smile solo sparkle_print sunlight swept_bangs sword tsurime weapon white_jacket yellow_flower yellow_rose | tenma_tsukasa | project_sekai | colorful_palette | highres official_art third-party_source | png | 68 | 62 | 1 | 1 | 1 | 3 |
|
2,804,728 | 28 | 35 | s | 2017-07-31T15:23:52.779+09:00 | 500 | 800 | 1girl bikini black_gloves blue_scarf breasts cleavage day fingerless_gloves gloves grey_hair groin hair_ribbon half_updo holster long_hair medium_breasts navel ocean purple_bikini ribbon scarf shiny_skin side-tie_bikini_bottom sky smile solo swimsuit thigh_holster twitter_username yellow_eyes | micaiah_(fire_emblem) | fire_emblem fire_emblem:_radiant_dawn fire_emblem_heroes | yukia_(firstaid0) | commentary_request | jpg | 36 | 30 | 1 | 3 | 1 | 1 |
|
957,800 | 9 | 27 | g | 2011-07-20T15:43:42.013+09:00 | 1,920 | 1,200 | 2girls arrow_(projectile) black_hair boots bow_(weapon) copyright_name english_text gears hair_ribbon hairband holding_hands kneehighs long_hair magical_girl multiple_girls pantyhose pink_eyes pink_hair purple_eyes ribbon serious shoes short_hair smile socks symmetry thigh_boots thighhighs weapon | akemi_homura akemi_homura_(magical_girl) kaname_madoka kaname_madoka_(magical_girl) | mahou_shoujo_madoka_magica mahou_shoujo_madoka_magica_(anime) | hanokage | highres official_art official_wallpaper photoshop_(medium) source_request | jpg | 41 | 29 | 4 | 2 | 1 | 5 |
|
4,483,388 | 38 | 57 | q | 2021-04-24T02:22:25.577+09:00 | 644 | 1,080 | 1girl adapted_costume blue_eyes blue_sky breasts cloud covered_nipples cowboy_shot day highleg highleg_leotard holding holding_poke_ball leotard looking_at_viewer medium_breasts multicolored_leotard orange_hair outdoors poke_ball poke_ball_(basic) short_hair side_ponytail sky sleeveless sleeveless_turtleneck solo standing thighhighs turtleneck white_thighhighs | misty_(pokemon) | pokemon pokemon_(anime) pokemon_(classic_anime) | null | null | jpg | 36 | 31 | 1 | 3 | 1 | 0 |
|
1,248,142 | 11 | 23 | s | 2012-09-04T03:22:13.817+09:00 | 850 | 1,200 | 1girl aqua_eyes aqua_hair artist_name ascot bare_shoulders blush boots detached_sleeves flying_sweatdrops headset kneeling long_hair navel pleated_skirt signature skirt skirt_tug solo squiggle striped striped_background thigh_boots thighhighs twintails very_long_hair | hatsune_miku | vocaloid | usashiro_mani | commentary_request highres | jpg | 31 | 26 | 1 | 1 | 1 | 2 |
|
3,609,035 | 63 | 97 | q | 2019-08-27T09:57:54.070+09:00 | 2,480 | 3,508 | 1girl alternate_costume ass_visible_through_thighs blush breasts breasts_out clothes_lift collar cosplay cowboy_shot detached_sleeves dress embarrassed enmaided frilled_collar frills garter_straps hair_ribbon lifting_own_clothes looking_at_viewer maid maid_headdress nipples panties red_eyes rem_(re:zero)_(cosplay) ribbon roswaal_mansion_maid_uniform short_hair simple_background skirt skirt_lift small_breasts solo tareme thighhighs thighs underwear white_background white_panties white_thighhighs | megumin rem_(re:zero) | kono_subarashii_sekai_ni_shukufuku_wo! re:zero_kara_hajimeru_isekai_seikatsu | sirokohi | absurdres commentary_request highres | jpg | 49 | 41 | 2 | 2 | 1 | 3 |
|
4,543,080 | 7 | 10 | e | 2021-05-25T18:21:34.533+09:00 | 742 | 1,000 | 1boy 1girl black_leotard blonde_hair bodysuit breasts censored corruption dark_persona fellatio hetero large_breasts latex latex_bodysuit latex_legwear latex_leotard leotard mind_control mosaic_censoring netorare oral penis red_eyes solo_focus thick_thighs thighhighs thighs | nelson_(kancolle) | kantai_collection | null | translated | jpg | 31 | 27 | 1 | 1 | 1 | 1 |
|
5,727,779 | 97 | 93 | s | 2022-10-06T23:54:49.231+09:00 | 1,080 | 540 | 1girl bare_shoulders black_gloves black_hair black_ribbon blue_leotard brown_pantyhose closed_mouth elbow_gloves gloves green_eyes hair_between_eyes hair_ribbon hugging_object jewelry leotard long_hair looking_at_viewer lying on_stomach pantyhose pillow pillow_hug ribbon sheet_grab solo thighlet twintails | mona_(genshin_impact) | genshin_impact | dev_(dev0614) | commentary_request partial_commentary | png | 33 | 28 | 1 | 1 | 1 | 2 |
|
3,886,423 | 31 | 52 | q | 2020-04-30T21:05:54.633+09:00 | 1,107 | 2,048 | 1girl ass ass_focus bent_over black_sweater breasts brown_eyes brown_hair clothes_lift from_behind kneepits large_breasts lips medium_breasts no_bra panties pantyshot pencil_skirt short_hair skirt solo striped_clothes striped_sweater sweater sweater_lift thick_thighs thighs underboob underwear upskirt white_panties yellow_sweater | kawakami_sadayo | persona persona_5 | null | commentary english_commentary highres | jpg | 39 | 32 | 1 | 2 | 1 | 3 |
|
3,825,160 | 23 | 46 | q | 2020-03-18T08:22:41.967+09:00 | 553 | 779 | 2girls :p ? areola_slip black_hair black_ribbon black_shirt blood blush braid breasts camisole casual chess_piece closed_mouth downblouse drill_hair green_hair hair_ribbon leaning_forward licking_lips long_hair looking_at_viewer medium_breasts miniskirt multiple_girls no_bra nosebleed red_eyes red_skirt ribbon shirt short_hair side_braid sitting skirt smile sweatdrop t-shirt tongue tongue_out twin_drills twintails white_background white_shirt | anchovy_(girls_und_panzer) pepperoni_(girls_und_panzer) | girls_und_panzer | null | commentary translated | jpg | 51 | 45 | 2 | 1 | 1 | 2 |
|
4,900,093 | 179 | 231 | q | 2021-11-09T00:00:40.056+09:00 | 1,784 | 3,002 | 1girl areola_slip bandaid bandaids_on_nipples bare_shoulders belt black_dress blush breasts breasts_out claw_ring covered_nipples dress elbow_gloves fishnet_pantyhose fishnets gloves habit hair_between_eyes large_breasts looking_at_viewer multicolored_clothes multicolored_hair multicolored_headwear nun open_mouth pantyhose pasties pelvic_curtain purple_eyes purple_hair purple_pantyhose red_hair removing_bandaid seiza shirt short_hair sitting solo streaked_hair thighs tiara torn_clothes torn_shirt two-tone_dress white_dress white_gloves | rosaria_(genshin_impact) | genshin_impact | shengtian | absurdres commentary_request highres | png | 53 | 47 | 1 | 1 | 1 | 3 |
|
5,866,501 | 97 | 94 | s | 2022-12-02T09:02:31.955+09:00 | 1,505 | 1,741 | 1girl artist_name black_skirt blonde_hair blood blood_on_clothes blood_on_face blue_eyes bob_cut breast_hold breasts cleavage dress_shirt gun hair_ornament handgun high-waist_skirt holding holding_gun holding_weapon large_breasts long_sleeves medium_hair necktie official_alternate_costume pantyhose parted_lips patreon_logo patreon_username red_necktie shell_casing shirt short_necktie skirt solo_focus suspender_skirt suspenders twitter_logo twitter_username virtual_youtuber weapon white_shirt | watson_amelia watson_amelia_(street_casual) | hololive hololive_english | greatodoggo | highres | png | 48 | 42 | 2 | 2 | 1 | 1 |
|
6,948,615 | 42 | 43 | q | 2023-12-05T13:15:58.680+09:00 | 2,050 | 3,427 | 1girl ahoge animal_ear_headphones animal_ears bell blue_eyes braid breasts cameltoe cat_ear_headphones chair collar fake_animal_ears gaming_chair grey_hair hair_ornament headphones jacket long_hair neck_bell open_clothes open_jacket open_mouth sitting smile solo spread_legs swimsuit swivel_chair thighhighs twin_braids very_long_hair | kizuna_akari | voiceroid | null | absurdres commentary_request highres | png | 38 | 32 | 1 | 1 | 1 | 3 |
|
5,437,756 | 27 | 23 | g | 2022-06-17T08:43:26.499+09:00 | 1,472 | 1,058 | 3girls :o black_sailor_collar blue_eyes bracelet breasts brown_eyes collarbone cross-laced_clothes curtains drum earmuffs gold_bracelet green_eyes green_hair grey_hair hair_between_eyes hat instrument japanese_clothes jewelry juliet_sleeves kariginu light_brown_hair long_sleeves multiple_girls new_mask_of_hope open_mouth pointy_hair ponytail puffy_sleeves purple_ribbon ribbon sailor_collar shirt short_hair sleeveless sleeveless_shirt small_breasts tate_eboshi | mononobe_no_futo soga_no_tojiko toyosatomimi_no_miko | touhou | tomobe_kinuko | commentary_request commission skeb_commission | jpg | 48 | 40 | 3 | 1 | 1 | 3 |
|
2,239,158 | 7 | 16 | g | 2016-01-09T23:32:16.684+09:00 | 714 | 1,000 | 1girl angel_wings bow bowtie dress grey_hair hand_over_face hat jacket long_sleeves multicolored_hair nightcap open_clothes open_jacket pose purple_dress purple_skirt red_eyes simple_background single_wing skirt slit_pupils solo streaked_hair white_background wide_sleeves wings | kishin_sagume | touhou | necro_(nekurodayo) | commentary_request | jpg | 31 | 27 | 1 | 1 | 1 | 1 |
|
4,188,161 | 23 | 27 | s | 2020-11-06T11:56:56.415+09:00 | 1,500 | 2,000 | 2girls ankle_ribbon annoyed arm_around_waist arm_up armpit_peek assertive_female ball_and_chain_restraint bandaged_arm bandages barefoot belt between_legs blue_background bow chain cube cuffs double_bun feet foot_out_of_frame furrowed_brow green_skirt hair_bow hair_bun horns layered_skirt leg_ribbon looking_at_another looking_to_the_side multiple_girls orange_eyes orange_hair pink_eyes pink_hair pyramid_(geometry) red_footwear red_ribbon ribbon scowl shackles shirt short_hair skirt sleeveless sleeveless_shirt soles tabard toes torn_clothes torn_shirt white_shirt yuri | ibaraki_kasen ibuki_suika | touhou | null | commentary highres translated | jpg | 60 | 53 | 2 | 1 | 1 | 3 |
|
2,802,592 | 31 | 45 | s | 2017-07-29T16:50:36.977+09:00 | 1,000 | 1,400 | 2girls ahoge armpits ball beach beachball bikini black_one-piece_swimsuit blue_eyes cloud day grey_hair grin holding holding_ball long_hair multiple_girls navel ocean one-piece_swimsuit outdoors red_bikini red_eyes sandals smile swimsuit | gangut_(kancolle) hibiki_(kancolle) verniy_(kancolle) | kantai_collection | cnm | bad_id bad_pixiv_id highres | jpg | 34 | 26 | 3 | 1 | 1 | 3 |
|
7,550,970 | 1 | 1 | s | 2024-05-08T04:42:16.251+09:00 | 720 | 540 | 1girl 2boys ahoge androgynous antenna_hair backpack bag baggy_pants bandaged_hand bandages black_eyes black_footwear black_hair black_jacket black_mask black_pants black_sleeves black_socks blonde_hair blue_hair blunt_ends blush boots breasts brown_footwear buttons chain chain_necklace chibi collared_jacket double-breasted femdom frilled_shirt frills full-face_blush full_body gakuran green_hat green_jacket green_pants green_sleeves hair_ornament hand_on_own_chin hat heart_antenna_hair hetero high_collar holding holding_leash huge_breasts jacket jewelry knee_boots kneehighs kneeling ladder layered_sleeves leash light_blush long_hair long_sleeves looking_at_another mask miniskirt mouth_mask multiple_boys musical_note musical_note_hair_ornament musical_note_print necklace nervous_sweating open_mouth pants patterned_background peaked_cap pink_vest pinstripe_jacket pinstripe_pants pinstripe_pattern pleated_skirt pocket purple_background purple_skirt rope_around_neck school_uniform shirt shoes sidelocks simple_background skirt smile socks solid_oval_eyes sparkle speech_bubble standing straight_hair sweat talking v-neck vertical-striped_sleeves very_long_hair vest wavy_mouth white_bag white_undershirt zipper zipper_pull_tab | akamatsu_kaede saihara_shuichi shinguji_korekiyo | danganronpa_(series) danganronpa_v3:_killing_harmony | yumaru_(marumarumaru) | commentary_request translation_request | png | 116 | 108 | 3 | 2 | 1 | 2 |
|
3,025,366 | 9 | 14 | s | 2018-02-19T18:54:52.052+09:00 | 892 | 1,100 | 1girl apron bow braid broom character_name closed_eyes facing_viewer grin hair_bow hat hat_bow holding holding_broom limited_palette long_hair puffy_short_sleeves puffy_sleeves short_sleeves side_braid signature single_braid skirt skirt_set smile solo spot_color star_(symbol) teeth v v-shaped_eyebrows waist_apron witch_hat | kirisame_marisa | touhou | abe_suke | commentary_request | jpg | 37 | 33 | 1 | 1 | 1 | 1 |
|
2,883,277 | 55 | 61 | q | 2017-10-09T05:40:59.265+09:00 | 2,456 | 1,939 | 2girls animal_ears ass blonde_hair blush breasts cleavage elbow_gloves fang fingerless_gloves fur_collar gloves grey_gloves grey_hair high-waist_skirt jaguar_ears jaguar_print large_breasts multiple_girls one-piece_swimsuit otter_ears otter_tail short_hair short_sleeves sketch skirt swimsuit tail thighhighs undressing unworn_hair_bow unworn_swimsuit yuri | jaguar_(kemono_friends) small-clawed_otter_(kemono_friends) | kemono_friends | null | commentary_request highres translated | jpg | 40 | 33 | 2 | 1 | 1 | 3 |
|
2,317,667 | 10 | 19 | s | 2016-03-31T10:53:53.466+09:00 | 700 | 1,003 | 1girl armpits arms_up asymmetrical_legwear black_gloves black_skirt black_socks black_thighhighs brown_eyes brown_hair clenched_teeth elbow_gloves fingerless_gloves gloves hair_between_eyes hair_ornament kneehighs pleated_skirt scarf school_uniform serafuku signature single_kneehigh single_sock single_thighhigh skirt smile socks solo teeth thighhighs torpedo twitter_username two_side_up uneven_legwear white_scarf | sendai_(kancolle) sendai_kai_ni_(kancolle) | kantai_collection | isshiki_(ffmania7) | commentary_request | jpg | 41 | 36 | 2 | 1 | 1 | 1 |
|
2,976,788 | 4 | 8 | s | 2018-01-04T21:40:22.259+09:00 | 1,300 | 1,300 | 1girl 2017 ;d alternate_costume artist_name boots brown_footwear christmas dress elbow_gloves fang full_body fur-trimmed_boots fur-trimmed_gloves fur_trim gloves green_eyes green_hair green_necktie green_scarf hat high_heel_boots high_heels long_hair looking_at_viewer necktie one_eye_closed open_mouth red_dress red_gloves reindeer scarf sleeveless sleeveless_dress smile snowman solo top_hat twintails very_long_hair | hatsune_miku | vocaloid | null | commentary highres photoshop_(medium) | jpg | 46 | 40 | 1 | 1 | 1 | 3 |
|
4,231,786 | 41 | 61 | e | 2020-12-04T01:25:42.255+09:00 | 1,200 | 848 | 1boy 1girl bedroom blush breasts breasts_out censored cum cum_in_pussy hetero horns medium_breasts nipples on_bed one_eye_closed open_mouth penis pussy sex short_hair solo_focus spread_legs thighhighs torn_clothes vaginal white_hair | edelgard_von_hresvelg | fire_emblem fire_emblem:_three_houses | kaorihero | null | png | 30 | 26 | 1 | 2 | 1 | 0 |
|
7,295,502 | 6 | 4 | g | 2024-03-06T01:13:37.043+09:00 | 1,376 | 1,995 | 1girl black_thighhighs blonde_hair blue_eyes blue_hairband blue_shirt blue_sky breasts cannon cleavage day depth_charge double_bun hair_bun hair_ornament hairband large_breasts long_hair looking_at_viewer machinery neckerchief ocean off_shoulder rigging sailor_collar school_uniform serafuku shirt skirt sky solo star_(symbol) star_hair_ornament thighhighs turret water white_sailor_collar yellow_neckerchief | fletcher_(kancolle) fletcher_mk_ii_(kancolle) | kantai_collection | null | artist_collaboration colorized highres | jpg | 46 | 38 | 2 | 1 | 2 | 3 |
|
3,998,273 | 7 | 10 | s | 2020-07-13T23:52:35.988+09:00 | 1,523 | 1,994 | 1girl :i ascot bare_shoulders blue_ascot blue_eyes blush breasts closed_mouth collared_shirt eyes_visible_through_hair grey_background hair_over_one_eye looking_at_viewer medium_breasts pout shirt signature simple_background sleeveless sleeveless_shirt solo twitter_username upper_body virtual_youtuber wavy_mouth white_hair white_shirt | ars_almal ars_almal_(1st_costume) | nijisanji | sofra | bad_id bad_pixiv_id commentary_request highres | png | 36 | 28 | 2 | 1 | 1 | 4 |
|
3,182,556 | 16 | 37 | g | 2018-07-07T11:37:17.554+09:00 | 1,181 | 1,771 | 5boys aged_up alternate_universe amputee beard black_hair blue_sky brown_hair chain cheek_squash choker dark-skinned_male dark_skin day desert dog double_amputee earrings egypt egyptian everyone eyepatch facial_hair glasses good_end grandfather_and_grandson great_pyramid_of_giza green_shirt grey_hair hands_in_pockets hat jewelry long_coat long_hair male_focus mechanical_arms mechanical_legs multiple_boys mustache necklace old old_man one-eyed outdoors ponytail prosthesis prosthetic_arm prosthetic_leg pyramid_(structure) red_hair scar scar_across_eye scar_on_face shirt sky smile wheelchair | hierophant_green iggy_(jojo) jean_pierre_polnareff joseph_joestar joseph_joestar_(old) kakyoin_noriaki kujo_jotaro mohammed_avdol | diamond_wa_kudakenai jojo_no_kimyou_na_bouken stardust_crusaders stone_ocean vento_aureo | null | commentary duplicate english_commentary highres | jpg | 76 | 58 | 8 | 5 | 1 | 4 |
|
3,113,417 | 65 | 117 | e | 2018-05-05T14:14:29.100+09:00 | 1,026 | 1,280 | 1girl anus apron bare_shoulders between_breasts black_gloves black_hair blush breasts breasts_out cleavage closed_mouth collar collarbone elbow_gloves embarrassed full_body gloves hair_between_eyes hands_on_own_thighs headgear heart_lock_(kantai_collection) large_breasts lips long_hair looking_at_viewer nipples partially_fingerless_gloves puka_puka red_eyes red_thighhighs shadow simple_background solo thighhighs white_background yellow_apron | nagato_(kancolle) | kantai_collection | halcon | commentary_request highres | png | 42 | 37 | 1 | 1 | 1 | 2 |
|
7,754,203 | 6 | 4 | g | 2024-06-23T13:26:58.744+09:00 | 652 | 990 | 1girl argyle_background belt belt_buckle black_footwear black_gloves black_shirt black_shorts blunt_bangs blunt_ends bodystocking boots braid buckle card_(medium) character_name cloak closed_mouth crop_top cross-laced_footwear feet_out_of_frame gloves hood hood_up hooded_cloak light_blush light_particles long_hair looking_at_viewer low_ponytail magical_girl miniskirt navel pink_belt pink_eyes pink_hair pink_skirt pleated_skirt shirt shorts shorts_under_skirt side_braids simple_background skirt smile solo standing studded_belt thigh_boots turtleneck turtleneck_shirt very_long_hair white_cloak yellow_background | tamaki_iroha | magia_record:_mahou_shoujo_madoka_magica_gaiden mahou_shoujo_madoka_magica | aoki_ume | game_cg official_art third-party_source | png | 61 | 54 | 1 | 2 | 1 | 3 |
|
7,611,169 | 38 | 36 | g | 2024-05-22T02:36:51.488+09:00 | 3,000 | 4,726 | 1girl 1other animal_ears black_hair blush bowl brown_eyes chopsticks cowboy_shot dog_ears dog_girl drooling elbow_gloves excited facial_mark fingerless_gloves food forehead_mark gloves hair_intakes holding holding_bowl holding_chopsticks hungry japanese_clothes kimono long_hair looking_at_food mouth_drool open_mouth out_of_frame parted_bangs purple_gloves purple_kimono rice rice_bowl short_sleeves simple_background sketch solo_focus standing very_long_hair white_background wide_sleeves | saga_(arknights) | arknights | null | absurdres commentary highres | png | 50 | 44 | 1 | 1 | 1 | 3 |
|
2,000,934 | 2 | 1 | g | 2015-05-02T20:18:28.026+09:00 | 600 | 600 | 1girl black_hair blue_hair blush book cat chair closed_eyes cosplay desk fang food formal ice_cream ice_cream_cone long_hair multicolored_hair multiple_tails necktie notched_ear open_mouth orange_background parody pencil ponytail set_square smile soft_serve star_(symbol) suit tail traditional_youkai twitter_username two-tone_hair two_tails youkai_(youkai_watch) yuki_onna | fubukihime jibanyan komasan | youkai_watch | null | commentary_request | png | 47 | 39 | 4 | 2 | 1 | 1 |
|
3,954,555 | 14 | 20 | g | 2020-06-14T19:23:33.235+09:00 | 1,732 | 2,422 | 1girl blonde_hair blush braid breasts cigarette crop_top from_side green_eyes hair_ornament hair_scrunchie holding holding_cigarette jacket looking_at_viewer medium_hair ponytail red_jacket red_scrunchie scrunchie simple_background small_breasts smile solo upper_body white_background | mordred_(fate) mordred_(fate/apocrypha) mordred_(memories_at_trifas)_(fate) | fate/apocrypha fate_(series) | null | absurdres commentary_request highres | jpg | 35 | 26 | 3 | 2 | 1 | 3 |
|
3,277,441 | 11 | 27 | s | 2018-10-06T13:05:34.824+09:00 | 1,200 | 1,130 | 2boys 3girls ;) alternate_costume alternate_hairstyle arm_up beanie black_dress blonde_hair blue_eyes boots bow bowtie bracelet braid brown_hair copyright_name crossdressing dress earrings enmaided eyelashes facial_hair fangs gloves hat hat_tip heart horns jewelry jumping lipstick long_hair maid makeup multiple_boys multiple_girls mustache necklace one_eye_closed open_mouth possessed prototype_design red_eyes red_hair reptilian sailor sailor_hat single_braid smile spiked_bracelet spikes strapless strapless_dress vest waistcoat white_gloves | luigi mario princess_peach | mario_(series) super_mario_odyssey | ukata | commentary_request | png | 65 | 57 | 4 | 2 | 1 | 1 |
|
1,488,097 | 6 | 13 | s | 2013-08-19T00:09:57.749+09:00 | 360 | 1,140 | 2girls 4koma apron black_dress blonde_hair bow brown_eyes closed_eyes comic crossed_arms dress green_hair hair_ribbon hat hat_bow jitome long_hair long_sleeves multiple_girls no_headwear ribbon shirt skirt sweatdrop waist_apron wide_sleeves | kirisame_marisa komeiji_koishi | touhou | beni_shake | bad_id bad_pixiv_id translated | jpg | 33 | 26 | 2 | 1 | 1 | 3 |
|
5,078,279 | 56 | 52 | e | 2022-01-24T07:47:49.922+09:00 | 1,280 | 1,600 | 3girls bare_shoulders black_gloves black_headwear black_jacket blush breast_press breasts brown_pantyhose coat cum elbow_gloves facial futa_with_female futanari gloves hair_between_eyes hand_on_another's_cheek hand_on_another's_face heart holding_another's_wrist huge_breasts jacket long_hair multicolored_hair multiple_girls pantyhose pink_background red_eyes red_hair sex simple_background streaked_hair symmetrical_docking two-tone_hair very_long_hair white_coat white_hair white_headwear white_jacket | gangut_(azur_lane) sovetskaya_rossiya_(azur_lane) tallinn_(azur_lane) | azur_lane | rikuguma | commission highres pixiv_commission | jpg | 48 | 40 | 3 | 1 | 1 | 3 |
|
2,826,815 | 122 | 183 | s | 2017-08-20T14:43:18.844+09:00 | 1,000 | 1,333 | 1girl :3 black_dress blue_eyes blurry breasts chair cleavage clipboard closed_mouth depth_of_field dress earrings from_above from_behind indoors jewelry lab_coat long_hair looking_at_viewer looking_back medium_breasts necklace off_shoulder office_chair on_chair pencil purple_hair sitting solo strap_slip swivel_chair | ichinose_shiki | idolmaster idolmaster_cinderella_girls | modare | commentary_request highres | png | 38 | 32 | 1 | 2 | 1 | 2 |
|
3,415,482 | 4 | 4 | s | 2019-02-14T02:47:35.704+09:00 | 1,000 | 1,000 | 1girl ahoge black_footwear blue_skirt blunt_bangs blush brown_background brown_hair chibi closed_mouth full_body headgear japanese_clothes kimono kiritanpo_(food) long_hair long_sleeves looking_at_viewer obi pleated_skirt red_eyes sandals sash sitting skirt sleeves_past_wrists socks solo two-tone_background white_background white_kimono white_socks wide_sleeves zouri | touhoku_kiritan | voiceroid | hana_kazari | commentary_request | png | 38 | 34 | 1 | 1 | 1 | 1 |
|
1,984,137 | 8 | 12 | s | 2015-04-15T08:04:17.630+09:00 | 818 | 700 | 1girl abyssal_ship amputee arm_cannon black_gloves choker colored_skin crop_top double_amputee full_body gloves hat horns long_hair navel purple_background purple_eyes school_uniform serafuku side_ponytail simple_background sleeveless solo turret very_long_hair weapon white_hair white_skin | destroyer_princess | kantai_collection | shigino_sohuzi | bad_id bad_twitter_id | png | 33 | 28 | 1 | 1 | 1 | 2 |
|
5,212,602 | 7 | 5 | s | 2022-03-22T06:48:17.002+09:00 | 838 | 810 | 1girl animal_ears armband black_jacket black_skirt blue_armband blue_hair blue_thighhighs blush bow fur_collar garter_straps hair_bow jacket long_hair multicolored_hair plaid_trim pleated_skirt puff_of_air sidelocks skirt smug solo tail thighhighs twintails virtual_youtuber white_fur white_hair wolf_ears wolf_girl wolf_tail zettai_ryouiki | dire_wolf_(kemono_friends) | kemono_friends kemono_friends_v_project | null | commentary_request translated | jpg | 39 | 33 | 1 | 2 | 1 | 2 |
|
3,796,352 | 59 | 104 | s | 2020-02-23T20:09:57.204+09:00 | 2,894 | 4,093 | 1girl adjusting_eyewear aqua_eyes aqua_shirt bespectacled between_breasts blue_pants blush boots breasts brown_coat coat collarbone denim eyewear_on_head glasses green_eyes hair_ornament heart heart_hair_ornament high_heel_boots high_heels jeans large_breasts long_hair long_sleeves looking_at_viewer nail_polish on_ground open_mouth orange-tinted_eyewear orange_hair pants ribbed_shirt shirt side_ponytail simple_background sitting smile solo strap_between_breasts sunglasses tinted_eyewear trench_coat v-neck white_background | sonia_(pokemon) | pokemon pokemon_swsh | null | absurdres commentary_request highres | png | 53 | 46 | 1 | 2 | 1 | 3 |
|
1,310,823 | 22 | 42 | s | 2012-12-05T00:46:53.815+09:00 | 1,008 | 1,292 | 1990s_(style) 2girls arm_up ass assault_rifle bare_arms bare_legs bare_shoulders bent_over blue_eyes bra breasts brown_eyes bullet cleavage collarbone cropped_legs crotch_seam earrings fingernails folded_ponytail green_hair gun hair_between_eyes handgun holding holding_bullet holding_gun holding_weapon jewelry kneepits lace lace-trimmed_bra lace-trimmed_panties lace_trim large_breasts lingerie lipstick long_hair looking_back makeup medium_breasts multiple_girls navel panties pantyshot ponytail red_lips retro_artstyle rifle simple_background skindentation smile standing stg44 trefoil underwear underwear_only weapon white_background white_bra white_panties | delmo_commander sumeragi_aika white_delmo | agent_aika aika_(series) | yamauchi_noriyasu | highres official_art photoshop_(medium) scan | jpg | 72 | 62 | 3 | 2 | 1 | 4 |
|
3,361,723 | 0 | 0 | g | 2018-12-26T09:49:53.676+09:00 | 550 | 790 | 2boys 4koma 5girls anger_vein arm_up bald clenched_hand comic crowd emphasis_lines facial_hair folder formal greyscale halftone hands_on_own_head hands_up heart holding holding_folder jacket logo monochrome motion_lines multiple_4koma multiple_boys multiple_girls mustache necktie no_pupils open_clothes open_jacket raised_fist shirt shouting simple_background speech_bubble suit suit_jacket sunglasses sweat talking two-tone_background walking | duckman mafia_kajita | goho_mafia!_kajita-kun hitman_(game) | bkub | photoshop_(medium) translated | jpg | 51 | 44 | 2 | 2 | 1 | 2 |
|
2,169,336 | 23 | 29 | s | 2015-11-05T20:21:21.523+09:00 | 1,920 | 2,400 | 1girl :o black_socks blonde_hair blue_eyes blush boots braid center_frills cloak dress frills from_below hair_ribbon hood kneehighs knife long_hair looking_down open_mouth ribbon single_braid socks solo tears wristband | little_red_riding_hood_(grimm) | grimm's_fairy_tales little_red_riding_hood | null | absurdres commentary_request highres | png | 33 | 26 | 1 | 2 | 1 | 3 |
|
395,215 | 30 | 109 | q | 2009-01-28T02:02:03.884+09:00 | 1,200 | 1,600 | 1girl black_eyes blue_hair blush breasts cameltoe cleavage hair_ribbon hairband high_heels large_breasts long_hair maid nipples panties ponytail presenting ribbon see-through shoes skirt solo spread_legs thighhighs torn_clothes underwear white_panties | kanzaki_kaori | toaru_majutsu_no_index toaru_majutsu_no_index:_old_testament | shima-shuu | bad_id bad_pixiv_id commentary_request highres translated | jpg | 36 | 27 | 1 | 2 | 1 | 5 |
|
3,593,719 | 36 | 48 | s | 2019-08-12T00:01:01.313+09:00 | 667 | 1,000 | 1girl arm_belt bandaged_hand bandages black_gloves black_panties black_shirt black_thighhighs breasts character_name closed_mouth collarbone covered_collarbone gloves green_eyes hair_between_eyes head_tilt looking_at_viewer navel panties scar scar_across_eye scar_on_cheek scar_on_face shirt short_hair shoulder_tattoo sitting skindentation sleeveless sleeveless_shirt small_breasts solo tattoo thighhighs underwear wariza white_hair | jack_the_ripper_(fate/apocrypha) | fate/apocrypha fate/grand_order fate_(series) | null | commentary_request photoshop_(medium) | jpg | 45 | 38 | 1 | 3 | 1 | 2 |
|
3,903,674 | 35 | 47 | s | 2020-05-12T02:31:47.260+09:00 | 1,154 | 1,084 | 2girls alraune ass blonde_hair breasts brown_hair covered_navel covered_nipples flower flower_on_head green_eyes green_hair hair_bobbles hair_flower hair_ornament large_breasts looking_at_viewer medium_hair monster_girl monsterification multiple_girls no_pupils outdoors plant plant_girl sleeveless standing vines | reala_(tales) | tales_of_(series) tales_of_destiny_2 | null | commentary_request | jpg | 33 | 28 | 1 | 2 | 1 | 1 |
|
4,138,252 | 7 | 4 | s | 2020-10-07T18:36:27.989+09:00 | 1,000 | 1,000 | 1boy 1girl backwards_hat baseball_cap black_hair brown_hair capri_pants closed_eyes hat leaf leaning_forward music musical_note open_mouth pants pokegear pokemon_(creature) red_footwear shoes singing smile thighhighs twintails white_headwear white_legwear | ethan_(pokemon) lyra_(pokemon) politoed | pokemon pokemon_hgss | null | bad_id bad_twitter_id commentary_request | png | 34 | 25 | 3 | 2 | 1 | 3 |
|
6,101,419 | 7 | 6 | g | 2023-02-27T10:24:36.269+09:00 | 3,000 | 3,200 | 1girl :d @_@ ahoge animal_ears black_pantyhose blue_background blue_eyes blue_hair blush boots brown_footwear chibi drawstring full_body hair_between_eyes heterochromia horse_ears horse_girl horse_tail jacket long_hair long_sleeves looking_at_viewer outline pantyhose puffy_long_sleeves puffy_sleeves purple_eyes sharp_teeth simple_background sleeves_past_wrists smile solo standing standing_on_one_leg stuffed_animal stuffed_rabbit stuffed_toy tail teeth twintails very_long_hair white_jacket white_outline | twin_turbo_(umamusume) | umamusume | nozo_(hitomiz) | absurdres commentary_request highres | jpg | 51 | 45 | 1 | 1 | 1 | 3 |
|
4,226,286 | 13 | 16 | g | 2020-11-30T06:02:23.145+09:00 | 2,000 | 2,500 | 2girls aura bangle bare_legs barefoot blue_bow blue_eyes blue_hair blue_skirt bow bracelet coat damaged dress drill_hair feet_out_of_frame floral_print gold grey_hoodie hair_bow hat hat_bow high_collar hood hoodie jacket jewelry light_brown_hair long_hair looking_at_viewer mini_hat mini_top_hat miniskirt multiple_girls necklace orange_eyes purple_jacket red_bow ribbon siblings simple_background sisters skirt soles stuffed_animal stuffed_cat stuffed_toy toes top_hat twin_drills upper_body very_long_hair white_dress | yorigami_jo'on yorigami_shion | touhou | tsune_(tune) | absurdres commentary_request highres | jpg | 60 | 53 | 2 | 1 | 1 | 3 |
|
4,307,924 | 115 | 173 | q | 2021-01-17T11:27:39.654+09:00 | 1,000 | 1,533 | 1girl 2021 @_@ ahoge alternate_breast_size animal_print bikini blush bottle breasts chinese_zodiac cleavage covered_nipples cow_print curvy fingernails front-tie_bikini_top front-tie_top gigantic_breasts hairband long_hair long_tongue messy_hair milk_bottle moomoo_milk nail_polish navel nose_blush out-of-frame_censoring pale_skin pokemon_(creature) print_bikini pubic_tattoo purple_eyes purple_hair purple_hairband purple_nails spaghetti_strap stomach sweat swimsuit tattoo tongue underboob v watermark year_of_the_ox | gastly haunter hex_maniac_(pokemon) | pokemon pokemon_xy | magister | commentary highres | jpg | 55 | 47 | 3 | 2 | 1 | 2 |
|
2,920,023 | 5 | 6 | s | 2017-11-10T14:08:49.442+09:00 | 1,000 | 1,000 | 2girls :d animal_ears backpack bag bare_shoulders black_eyes black_gloves black_hair blush bow bowtie closed_mouth copyright_name elbow_gloves gloves hat hat_feather helmet hug letterboxed looking_at_viewer multiple_girls open_mouth orange_bow orange_bowtie orange_eyes orange_gloves orange_hair pith_helmet print_bow print_bowtie red_shirt serval_print shirt short_hair sleeveless sleeveless_shirt smile two-tone_bow two-tone_bowtie white_bow white_bowtie white_shirt | kaban_(kemono_friends) lucky_beast_(kemono_friends) serval_(kemono_friends) | kemono_friends | null | bad_link protected_link | png | 51 | 44 | 3 | 1 | 1 | 2 |
|
4,442,392 | 128 | 217 | q | 2021-03-31T04:53:54.028+09:00 | 1,446 | 2,048 | 2girls ahoge black_gloves blue_hair blush bodystocking breasts brown_legwear cameltoe covered_navel covered_nipples double_bun elbow_gloves gloves goat_horns grabbing_another's_breast grabbing_from_behind groping hair_bun hand_on_another's_head heart horns large_breasts lips long_hair looking_at_another multiple_girls nose_blush purple_eyes purple_hair red_eyes smile twitter_username yuri | ganyu_(genshin_impact) keqing_(genshin_impact) | genshin_impact | tinnies | commentary highres symbol-only_commentary | jpg | 41 | 34 | 2 | 1 | 1 | 3 |
|
6,749,681 | 155 | 149 | s | 2023-10-06T19:52:06.120+09:00 | 2,000 | 2,829 | 1girl axe bare_shoulders breasts cleavage demon_girl demon_horns demon_wings dress duel_monster garter_straps gloves grey_eyes grey_hair holding holding_axe horns large_breasts looking_at_viewer open_mouth pointy_ears smile solo twintails wings | lovely_labrynth_of_the_silver_castle | yu-gi-oh! | ro_g_(oowack) | absurdres commission highres pixiv_commission | jpg | 32 | 25 | 1 | 1 | 1 | 4 |
|
6,534,760 | 16 | 12 | s | 2023-07-28T19:08:02.011+09:00 | 3,000 | 3,100 | 1girl beret blush closed_mouth full_body halo hands_on_own_cheeks hands_on_own_face hat head_wings heart knees_up long_hair long_sleeves looking_at_viewer panties pantyshot pink_eyes pink_hair shirt shoes sidelocks simple_background sitting sleeves_past_wrists socks solo spoken_heart underwear upskirt white_background white_panties wings | koharu_(blue_archive) | blue_archive | null | absurdres highres | jpg | 38 | 33 | 1 | 1 | 1 | 2 |
|
5,129,969 | 6 | 4 | s | 2022-02-15T01:22:49.321+09:00 | 1,223 | 1,736 | 1girl border box breasts brown_hair candy chocolate collared_dress dated dress eating food fox gift gift_box gradient_background hair_between_eyes hair_ribbon heart heart-shaped_chocolate long_hair open_mouth pink_dress pink_ribbon pink_vest purple_eyes ribbon short_sleeves small_breasts smile twintails twitter_username valentine vest white_border yellow_background | kome-kome_(precure) nagomi_yui | delicious_party_precure precure | hanzou | highres | jpg | 42 | 36 | 2 | 2 | 1 | 1 |
|
4,581,774 | 39 | 78 | s | 2021-06-14T17:29:02.414+09:00 | 3,794 | 3,492 | 2girls bare_shoulders bell blue_hair blush bow choker couch cowbell detached_sleeves double_bun dress eye_contact face-to-face gloves hair_bow hair_bun half-closed_eyes horns indoors kiss long_hair long_sleeves looking_at_another lying multiple_girls on_back on_couch open_mouth pantyhose purple_hair saliva saliva_trail sweatdrop tongue tongue_out twintails window yuri | ganyu_(genshin_impact) keqing_(genshin_impact) | genshin_impact | sui_(camellia) | absurdres highres | jpg | 45 | 39 | 2 | 1 | 1 | 2 |
|
1,426,286 | 13 | 10 | s | 2013-05-25T22:20:08.240+09:00 | 1,200 | 1,600 | 1girl blonde_hair blue_dress blunt_bangs bow bowtie darkness dress hair_bow hair_ribbon long_hair mary_janes obi petticoat puffy_short_sleeves puffy_sleeves red_eyes ribbon sash shoes short_sleeves solo thighhighs toe_cleavage white_thighhighs | alice_(megami_tensei) | megami_tensei shin_megami_tensei | null | bad_id bad_pixiv_id highres photoshop_(medium) | jpg | 33 | 25 | 1 | 2 | 1 | 4 |
|
5,513,955 | 10 | 10 | g | 2022-07-17T06:21:08.932+09:00 | 700 | 609 | 1girl asymmetrical_bangs black_hair border breasts bug butterfly candy character_name colored_eyelashes earrings english_text food glasses gloves hair_ribbon holding holding_candy holding_food holding_lollipop jewelry large_breasts lipstick lollipop long_hair looking_at_viewer makeup mole mole_under_mouth red_ribbon ribbon signature smile solo speech_bubble upper_body wavy_hair white_background white_gloves | bayonetta | bayonetta_(series) bayonetta_3 | null | null | jpg | 43 | 39 | 1 | 2 | 1 | 0 |
|
4,023,793 | 37 | 50 | s | 2020-07-30T08:58:07.779+09:00 | 2,894 | 2,039 | ... 2girls adapted_costume black_dress black_headwear blonde_hair blue_bow blunt_bangs blush_stickers bow cover cover_page crescent dress green_background hair_bow hair_ribbon hat hood hood_down long_hair multiple_girls mushroom open_mouth purple_dress purple_eyes purple_hair red_bow ribbon sack simple_background smile speech_bubble spoken_ellipsis twintails white_ribbon witch_hat | kirisame_marisa patchouli_knowledge | touhou | kawayabug | commentary highres translated | jpg | 44 | 37 | 2 | 1 | 1 | 3 |
|
3,522,978 | 24 | 37 | e | 2019-05-31T09:45:52.569+09:00 | 1,017 | 1,789 | 1girl :d areolae arms_behind_back blonde_hair blue_eyes breasts cowgirl_position crown cum eyeshadow hair_over_one_eye heart hetero long_hair makeup medium_breasts navel nipples nude open_mouth purple_background pussy sex smile solo_focus speech_bubble spoken_heart straddling | rosalina | mario_(series) | gokuu_(acoloredpencil) | commentary_request highres | jpg | 34 | 29 | 1 | 1 | 1 | 2 |
|
4,266,705 | 4 | 4 | s | 2020-12-25T11:17:09.218+09:00 | 789 | 1,600 | 1girl 2020 arm_support black_hair bow box brown_eyes cake cake_slice capelet christmas demon_horns demon_tail dress fake_halo fake_horns fake_wings feathered_wings feet_out_of_frame flower food fur-trimmed_capelet fur-trimmed_dress fur-trimmed_headwear fur_trim gift gift_box gloves hair_flower hair_ornament halo hat holding holding_food horns merry_christmas mini_wings pink_bow red_capelet red_dress red_gloves red_hat santa_costume santa_hat simple_background single_glove socks solo starry_background striped_clothes striped_socks tail tail_bow tail_ornament unworn_hat unworn_headwear white_background wings yellow_flower | zangyaku-san | ano_ko_wa_toshi_densetsu | gomennasai | commentary_request highres | jpg | 64 | 59 | 1 | 1 | 1 | 2 |
|
3,427,812 | 13 | 17 | s | 2019-02-25T21:10:42.350+09:00 | 900 | 1,150 | 1girl :o bespectacled black-framed_eyewear black_eyes black_hair blazer blue_jacket bow bowtie cardigan cowboy_shot glasses jacket looking_at_viewer medium_hair pantyhose plaid_clothes plaid_skirt pleated_skirt pointing pointing_at_viewer school_uniform simple_background skirt solo v-shaped_eyebrows white_background | touka_(nonaka_ritsu) | original | nonaka_ritsu | commentary_request | jpg | 32 | 28 | 1 | 1 | 1 | 1 |
What's what
1_json_to_csv.py
:
- converts cm_tags.json to a csv format I'm more used to and that is easier to use with my existing tooling
2_retrieve_images_by_cc.py
:
- retrieves the validation images using cheesechaser, downloads them to "original/"
3_common_tags.py
:
- clean up both models tag sets to only consider the common tags; note down the indexes to use to fetch the correct tag probs from the dumps generated by the inference scripts
4_cm_onnx_inference.py
:
- run inference using the ONNX model of camie-tagger, dump the activated (post-sigmoid) outputs
5_wd_v3_onnx_inference.py
:
- run inference using the ONNX model of wd_v3 taggers (hardcoded to use swinv2_v3, could be made to use any of the v3 series), dump the activated outputs
6_get_labels.py
:
- get one-hot encoded labels from val_dataset.csv, dumps them to "labels.npy"
7_analyze_metrics_macro.py
:
- final analysis tool
Results
Category 0: general tags - full
[user]$ python 7_analyze_metrics_macro.py -tc sw_tags_common.csv -c 0 -d swinv2_probs.npy -l labels.npy -a
Final # of tags: 7853
swinv2_probs.npy: {'thres': 0.2613, 'F1': 0.5386, 'F2': 0.5475, 'MCC': 0.548, 'A': 0.9972, 'R': 0.5619, 'P': 0.5619}
[user]$ python 7_analyze_metrics_macro.py -tc cm_tags_common.csv -c 0 -d cm_probs.npy -l labels.npy -a
Final # of tags: 7853
cm_probs.npy: {'thres': 0.2694, 'F1': 0.273, 'F2': 0.2835, 'MCC': 0.2859, 'A': 0.9955, 'R': 0.3075, 'P': 0.3075}
Category 0: general tags - ignoring the top 5000
[user]$ python 7_analyze_metrics_macro.py -tc sw_tags_common.csv -c 0 -d swinv2_probs.npy -l labels.npy -a -s 5000
Final # of tags: 2859
swinv2_probs.npy: {'thres': 0.2272, 'F1': 0.4908, 'F2': 0.5026, 'MCC': 0.5069, 'A': 0.9998, 'R': 0.5256, 'P': 0.5255}
[user]$ python 7_analyze_metrics_macro.py -tc cm_tags_common.csv -c 0 -d cm_probs.npy -l labels.npy -a -s 5000
Final # of tags: 2859
cm_probs.npy: {'thres': 0.2484, 'F1': 0.1961, 'F2': 0.2032, 'MCC': 0.2104, 'A': 0.9997, 'R': 0.2295, 'P': 0.2294}
Category 4: character tags
[user]$ python 7_analyze_metrics_macro.py -tc sw_tags_common.csv -c 4 -d swinv2_probs.npy -l labels.npy -a
Final # of tags: 2585
swinv2_probs.npy: {'thres': 0.3411, 'F1': 0.9464, 'F2': 0.9482, 'MCC': 0.9491, 'A': 1.0, 'R': 0.9519, 'P': 0.952}
[user]$ python 7_analyze_metrics_macro.py -tc cm_tags_common.csv -c 4 -d cm_probs.npy -l labels.npy -a
Final # of tags: 2585
cm_probs.npy: {'thres': 0.2493, 'F1': 0.7148, 'F2': 0.7226, 'MCC': 0.7266, 'A': 0.9998, 'R': 0.74, 'P': 0.7397}
Caveats
The swinv2_v3 tagger has got an unfair home advantage, in that out of the 20116 validation samples, only 2908 are guaranteed to not have been part of the training set.
Gathering a more fair validation set is left as an exercise for the reader.
The exact datasets splits use for wd_v3 models are available here: https://huggingface.co/datasets/SmilingWolf/wdtagger-v3-seed
The analysis script removes tags that have no positive samples in the val set.
It would probably be a good idea to only select tags that have 5+ samples.
It's a fairly trivial change to make to the analysis script, if one feels so inclined.
I have only used the tags that have the exact same name and category to build the common tag set. I haven't adjusted for aliases and implications.
- Downloads last month
- 113