diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..3254c71d8cee4ea034ed38ac3f6a5b96a224ca4b --- /dev/null +++ b/README.md @@ -0,0 +1,51 @@ +--- +license: mit +datasets: +- deepghs/chafen_arknights +- deepghs/monochrome_danbooru +metrics: +- accuracy +--- + +# imgutils-models + +This repository includes all the models in [deepghs/imgutils](https://github.com/deepghs/imgutils). + +## LPIPS + +This model is used for clustering anime images (named `差分` in Chinese), based on [richzhang/PerceptualSimilarity](https://github.com/richzhang/PerceptualSimilarity), trained with dataset [deepghs/chafen_arknights(private)](https://huggingface.co/datasets/deepghs/chafen_arknights). + +When threshold is `0.45`, the [adjusted rand score](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.adjusted_rand_score.html) can reach `0.995`. + +File lists: +* `lpips_diff.onnx`, feature difference. +* `lpips_feature.onnx`, feature extracting. + +## Monochrome + +These model is used for monochrome image classification, based on CNNs and Transformers, trained with dataset [deepghs/monochrome_danbooru(private)](https://huggingface.co/datasets/deepghs/monochrome_danbooru). + +The following are the checkpoints that have been formally put into use, all based on the Caformer architecture: + +| Checkpoint | Algorithm | Safe Level | Accuracy | False Negative | False Positive | +|:----------------------------:|:---------:|:----------:|:----------:|:--------------:|:--------------:| +| monochrome-caformer-40 | caformer | 0 | 96.41% | 2.69% | 0.89% | +| **monochrome-caformer-110** | caformer | 0 | **96.97%** | 1.57% | 1.46% | +| monochrome-caformer_safe2-80 | caformer | 2 | 94.84% | **1.12%** | 4.03% | +| monochrome-caformer_safe4-70 | caformer | 4 | 94.28% | **0.67%** | 5.04% | + +**`monochrome-caformer-110` has the best overall accuracy** among them, but considering that this model is often used to screen out monochrome images +and we want to screen out as many as possible without omission, we have also introduced weighted models (`safe2` and `safe4`). +Although their overall accuracy has been slightly reduced, the probability of False Negative (misidentifying a monochrome image as a colored one) is lower, +making them more suitable for batch screening. + +## Deepdanbooru + +`deepdanbooru` is a model used to tag anime images. Here, we provide a table for tag classification called `deepdanbooru_tags.csv`, +as well as an ONNX model (from [chinoll/deepdanbooru](https://huggingface.co/spaces/SmilingWolf/wd-v1-4-tags)). + +It's worth noting that due to the poor quality of the deepdanbooru model itself and the relatively old dataset, +it is only for testing purposes and is not recommended to be used as the main classification model. 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+1310541,you_work_you_lose,you_work_you_lose,0,351 +407968,lime_(fruit),lime_(fruit),0,595 +1322323,hands_on_own_knee,hands_on_own_knee,0,340 +678259,naked_cardigan,naked_cardigan,0,184 +636609,angelfish,angelfish,0,393 +579036,ace_of_spades,ace_of_spades,0,607 +485574,cuff_links,cuff_links,0,629 +519386,after_battle,after_battle,0,288 +1249795,sailor_swimsuit_(idolmaster),sailor_swimsuit_(idolmaster),0,420 +406225,water_slide,water_slide,0,345 +478798,euphonium,euphonium,0,394 +643910,dress_flip,dress_flip,0,197 +1399174,mitsukoshi_(department_store),mitsukoshi_(department_store),0,241 +1382829,on_flower,on_flower,0,190 +1380446,nakai_(waitress),nakai_(waitress),0,297 +473830,flirting,flirting,0,334 +689962,striped_tank_top,striped_tank_top,0,203 +1308574,polka_dot_pajamas,polka_dot_pajamas,0,374 +616223,no_gloves,no_gloves,0,1331 +717510,steel_beam,steel_beam,0,228 +1506325,at_computer,at_computer,0,565 +401503,locket,locket,0,316 +687207,round_window,round_window,0,1247 +563545,braiding_hair,braiding_hair,0,694 +424748,bunny_slippers,bunny_slippers,0,320 +1471838,sketch_eyebrows,sketch_eyebrows,0,409 +684933,recorder_case,recorder_case,0,123 +420279,sock_pull,sock_pull,0,732 +1376308,stellated_octahedron,stellated_octahedron,0,231 +1333068,cream_on_body,cream_on_body,0,274 +541608,fishbowl,fishbowl,0,470 +1381675,holding_stylus,holding_stylus,0,1166 +1384370,two-tone_hairband,two-tone_hairband,0,1244 +628443,playstation_vita,playstation_vita,0,371 +469920,pretzel,pretzel,0,255 +1279403,whale_hair_ornament,whale_hair_ornament,0,512 +663614,door_handle,door_handle,0,308 +1546270,cross-laced_cutout,cross-laced_cutout,0,345 +716529,jacket_tug,jacket_tug,0,248 +778524,ryokan,ryokan,0,220 +510233,peg_leg,peg_leg,0,186 +1226408,lace_background,lace_background,0,476 +526030,multicolored_bra,multicolored_bra,0,181 +575798,wafer_stick,wafer_stick,0,618 +124916,waffle,waffle,0,397 +1274515,double_w,double_w,0,1025 +460360,playstation_3,playstation_3,0,201 +487616,colosseum,colosseum,0,195 +487630,eye_reflection,eye_reflection,0,639 +720999,aqua_jacket,aqua_jacket,0,986 +724856,low_neckline,low_neckline,0,1242 +676754,removing_bra,removing_bra,0,266 +1386162,facebook_username,facebook_username,0,745 +658030,pikachu_ears,pikachu_ears,0,191 +695444,pokemon_ears,pokemon_ears,0,599 +410619,toe_ring,toe_ring,0,901 +1673135,fat_rolls,fat_rolls,0,736 +1431325,mismatched_bikini,mismatched_bikini,0,2731 +648127,bottle_to_cheek,bottle_to_cheek,0,246 +403,chikan,chikan,0,693 +1628094,gae_buidhe_(fate),gae_buidhe_(fate),0,486 +1228145,holding_swimsuit,holding_swimsuit,0,677 +1371471,anchor_necklace,anchor_necklace,0,906 +1265662,lace-trimmed_hairband,lace-trimmed_hairband,0,969 +1325989,ichininmae_no_lady,ichininmae_no_lady,0,335 +1458779,panties_day,panties_day,0,232 +568887,single_boot,single_boot,0,1050 +433080,koi,koi,0,792 +653951,ocean_bottom,ocean_bottom,0,190 +462260,golden_shower,golden_shower,0,203 +1328270,hurricane_glass,hurricane_glass,0,190 +629555,desk_lamp,desk_lamp,0,1442 +389762,heater,heater,0,455 +388012,legs_folded,legs_folded,0,1194 +1445156,green_innertube,green_innertube,0,200 +572312,collar_tug,collar_tug,0,284 +719908,sexual_harassment,sexual_harassment,0,316 +1273460,puka_puka,puka_puka,0,141 +1391449,cropped_sweater,cropped_sweater,0,785 +613966,lace_legwear,lace_legwear,0,413 +1248946,wo-class_aircraft_carrier_(cosplay),wo-class_aircraft_carrier_(cosplay),0,110 +592295,naked_robe,naked_robe,0,279 +1281553,german_flag_bikini,german_flag_bikini,0,822 +455076,empty_pool,empty_pool,0,386 +932458,bridal_lingerie,bridal_lingerie,0,554 +1281831,camouflage_shorts,camouflage_shorts,0,291 +607339,chocolate_covered,chocolate_covered,0,189 +678179,naked_skirt,naked_skirt,0,294 +473312,camellia,camellia,0,1505 +438472,toy_gun,toy_gun,0,203 +646003,curled_fingers,curled_fingers,0,849 +580703,fruit_bowl,fruit_bowl,0,194 +1342535,hot_limit,hot_limit,0,148 +474428,blowing,blowing,0,955 +525246,bike_jersey,bike_jersey,0,435 +1413569,rainbow_skirt,rainbow_skirt,0,165 +663420,boot_removed,boot_removed,0,0 +1313779,visible_ears,visible_ears,0,275 +452751,wrong_hand,wrong_hand,0,199 +1406694,o-ring_collar,o-ring_collar,0,285 +1408606,spotted_hair,spotted_hair,0,157 +1216688,suzuki_(company),suzuki_(company),0,181 +1545323,multicolored_headwear,multicolored_headwear,0,923 +575592,glowing_wings,glowing_wings,0,1151 +584458,latex_boots,latex_boots,0,360 +16624,whipping,whipping,0,176 +504125,caucasian,caucasian,0,0 +605322,checkered_shirt,checkered_shirt,0,727 +460452,plug,plug,0,229 +425715,gendou_pose,gendou_pose,0,468 +524338,pug,pug,0,149 +634073,cargo_shorts,cargo_shorts,0,201 +1505135,italian_text,italian_text,0,726 +545365,hairstyle_switch,hairstyle_switch,0,503 +460966,static,static,0,328 +646095,powering_up,powering_up,0,411 +15227,screentones,screentones,0,977 +1505143,indonesian_text,indonesian_text,0,163 +463297,vs,vs,0,274 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