My attempt to fix how anima handles fishnets.Detaided dataset of 54 images. The initial prompt is retrieved using <a rel="ugc" href="https://civarchive.com/articles/28527/a-tool-for-scrapping-boorus">my grabber</a>. In addition, fine details are inferred with <span style="background-color:rgb(41, 41, 41);color:rgb(243, 243, 243);font-family:ui-sans-serif, system-ui, -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, &quot;Helvetica Neue&quot;, Arial, &quot;Noto Sans&quot;, sans-serif, &quot;Apple Color Emoji&quot;, &quot;Segoe UI Emoji&quot;, &quot;Segoe UI Symbol&quot;, &quot;Noto Color Emoji&quot;;font-size:12px">Huihui Qwen3.5 27B Abliterated GGUF Q4_ . Prompt: See the classification of the fishnets:For fishnets, the biggest mistake is to tag only “fishnet stockings” and ignore the attributes that actually control appearance.A practical categorization:1. Garment typeThis tells the model what object it is. fishnet stockings fishnet pantyhose fishnet tights fishnet thighhighs fishnet kneehighs fishnet bodystocking footless fishnet tights open-foot fishnetsThis matters because “stockings” vs “pantyhose” vs “thighhighs” changes the silhouette a lot.2. Coverage / heightThis is one of the attributes you mentioned. knee-high over-the-knee thighhigh hip-high waist-high high-waisted low-rise reaches lower abdomen ends at hips underbust bodystockingFor anime data, I would standardize this more cleanly as:kneehigh_fishnetsthighhigh_fishnetspantyhose_fishnetslowrise_fishnet_pantyhosehighwaist_fishnet_pantyhoseBecause “go to lower abdomen” is a bit vague for training tags.3. Mesh size / cell densityThis is absolutely core. micro fishnet fine mesh fishnet medium mesh fishnet wide mesh fishnet large diamond fishnet extra wide mesh fishnetI would use about 4 bins only, otherwise annotation becomes inconsistent:micro_meshfine_meshmedium_meshwide_meshYou can also tag shape if needed: diamond mesh square mesh hex meshBut diamond is so dominant that shape may only be worth tagging when unusual.4. ColorAlso core. black fishnets white fishnets nude fishnets brown fishnets red fishnets pink fishnets blue fishnets green fishnets patterned fishnets with colored threadsFor training, tag actual visible color, not assumed garment name.5. Opacity / visibility of the threadsThis is often missed. sheer fishnet opaque-thread fishnet glossy fishnet matte fishnet translucent bold contrast nettingWhy it matters: two black fishnets can look very different if the threads are thin and subtle versus thick and high-contrast.6. Thread thicknessVery useful and often confused with mesh size. thin thread fishnet medium thread fishnet thick thread fishnetA wide mesh with thin threads looks very different from wide mesh with thick threads.7. Edge construction / top finishImportant for where and how they end. plain top band lace top elastic band scalloped top reinforced waistband visible waistband hidden under skirt garter-compatible topFor thighhigh fishnets especially: lace-top thighhighs plain-band thighhighs garter fishnets held by garter belt8. Support methodAlso important if they stop on the thigh. suspenders garter straps garter belt stay-up stockings unsupported stockings slipping stockingsThis changes the visual storytelling and helps separate “thighhighs” from “gartered stockings.”9. Condition / wear stateVery important for expressive variation. intact fishnets torn fishnets ripped knee laddered fishnets stretched fishnets sagging fishnets uneven fishnets worn fishnets frayed edgeThis is worth explicit tags if your data contains it.10. Fit / tensionOften overlooked, but visually important. tight fit loose fit stretched over thighs slack around ankles wrinkled at knees bunched at ankles compressing skinFishnets look different when highly stretched, because the diamonds elongate.11. Body-area emphasisUseful if your dataset is fashion-focused. visible waistband emphasis on hips emphasis on thighs emphasis on knees emphasis on calves emphasis on ankles exposed toes reinforced toe open toe12. LayeringVery useful. fishnets over bare skin fishnets over colored tights fishnets under shorts fishnets under skirt fishnets with underwear visible layered with stockings layered with socks layered with leg warmersThis strongly affects appearance and can confuse training if untagged.I am going to need you to infer these attributes from the images I send you. Do the fishnets only. The output shall contain one line of tags only.May we start?

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