tutu's HiSilk(8D Black Glossy Over-the-Knee Socks)/ 图图的嗨丝(8D黑色油亮长筒袜)/チュチュのハイシー(8D黒色のオイル光沢長い膝上靴下)
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关于此版本
模型描述
Created with Tutu AI Workflow
Trained with Tutu Trainer. Tagged with Tutu Annotator.
This LoRA is part of my Tutu AI workflow. Tutu Trainer is used for LoRA training, model resource management, parameter presets, and training checks. Tutu Annotator is used for dataset annotation, prompt reverse engineering, English-friendly tags, and cleaner searchable captions.
I care a lot about workflow because a clothing LoRA is not only a training file. It needs clean material, accurate tags, stable trigger words, and enough testing to make the model useful for real creators. Tutu Trainer is free to use.

- Official website: https://zhaotutu.xyz/
- Tutu Trainer: https://zhaotutu.xyz/downloads/tututrainer/
- Tutu Annotator: https://zhaotutu.xyz/downloads/tutuannotator/
- Bilibili: https://space.bilibili.com/431046154
- YouTube: https://www.youtube.com/@zhaotutu/videos
- Telegram: https://t.me/zhaotutu
- TikTok: https://www.tiktok.com/@zhaotututu
- Reddit: https://www.reddit.com/user/zhaotututu/
- GitHub: https://github.com/zhaotututu
- Email: [email protected]
- QQ: 331506796
Tutu's HiSilk 8D Black Glossy Over-Knee Socks LoRA
This is a black HiSilk LoRA for 8D glossy over-knee socks / thigh-high stockings. It focuses on the oil-shiny black nylon texture, the long stocking shape, and the clear separation between the stocking top and the thigh. It is different from a full pantyhose LoRA: the upper edge and the over-knee structure are part of the visual identity.
The goal is simple but strict: improve the legwear texture without dragging the whole picture into a different style. A good clothing LoRA should help the part it was made for, while keeping the face, shoes, outfit, pose, and composition as stable as possible.
- Type: black glossy over-knee socks / thigh-high stockings
- Thickness: 8D
- Color: black
- Texture direction: glossy, oil-shiny, thin nylon, realistic hosiery surface
- Base model: SD 1.5
- Main trained word:
Black 8D glossy stockings
What this model is good at
- Creating black 8D glossy stocking texture with a stronger nylon sheen.
- Keeping the look closer to real photographed material rather than flat painted black socks.
- Helping over-knee and thigh-high stocking shapes appear more clearly.
- Reducing unnecessary pollution to shoes, clothing, face, and the rest of the image.
- Working as a specialized clothing-material LoRA in portrait, fashion, anime, 2.5D, or realistic workflows.
Why I made this LoRA
Many black hosiery LoRAs mix together pantyhose, stockings, socks, different thicknesses, different gloss levels, and different shooting styles. Once those details are mixed, the model becomes harder to control. Sometimes the texture appears, but the shoes are damaged. Sometimes the stockings look black, but the glossy surface disappears. Sometimes the model turns everything into full pantyhose when you actually want over-knee socks.
This LoRA was made for a narrower target: 8D black glossy over-knee stockings. It uses real-shot material and a difference-extraction workflow, so the file can stay small while still carrying the useful texture. The point is not to make every image darker. The point is to add the right nylon shine and stocking structure where it belongs.
Recommended settings
- Recommended weight: 0.5 to 1.5. Start from around 0.8, then adjust.
- If the stocking texture is too weak, raise the weight slowly.
- If shoes, clothing, or skin tone begin to shift, lower the weight first.
- Use clear legwear words instead of relying on weight alone.
- Do not overload negative prompts. Too many negatives can suppress the texture this LoRA is trying to add.
- Other generation parameters can follow your normal workflow.
Prompt keywords
Main trigger:
Black 8D glossy stockings
Useful English tags and phrases:
black thighhighsblack over-knee socksblack over-knee stockingsglossy black stockingsoil-shiny black stockings8D black stockingsthin nylon stockingsrealistic hosiery texturevisible stocking topseparate stocking bandbare thighsfashion photography
If the result turns into full pantyhose, add words such as over-knee socks, thighhighs, visible stocking top, and bare thighs. If the result becomes ordinary cotton socks, add glossy black stockings, thin nylon, and oil-shiny texture.
Recommended LoRAs and models to combine
These combinations were part of my original usage notes. They are not required, but they are useful when you want a more polished portrait or fashion-photo result.
tutu's face / 图图的脸模 / 花ひよこ 顔モデルADD DETAILSOCLOWRAepiNoiseoffsetFilm style / 胶片风
Training and production notes
This model was made from high-definition real-shot material. I used a differential extraction method because I do not want the LoRA to learn too much irrelevant information from the source images. Clothing LoRAs often become inconvenient when they learn the original background, pose, shoes, or lighting together with the target material.
For this one, the target is the glossy black stocking surface and the over-knee shape. That means the model should pay attention to the material and the stocking boundary, but avoid forcing a fixed outfit, fixed pose, or fixed composition. This is also why the weight can be relatively high, but it still needs to be tested with your base model.
In practice, the most important test is not whether one sample looks beautiful. The important test is whether the LoRA remains usable across different characters, different shoes, different poses, and different prompts. A legwear LoRA that only works in one exact pose is not good enough for daily use.
Difference extraction, in plain language
A normal LoRA learns directly from images, so it may also learn unwanted things from those images. Difference extraction tries to keep the useful difference and remove more of the unrelated pollution. For a material-focused LoRA, this matters a lot: the model should learn the glossy black stocking texture, not the whole photograph.
This is why the LoRA is small but still useful. The small size comes from focusing the model on the material difference instead of carrying unnecessary style noise.
Usage tips
- Use the main trained word together with ordinary tags like
black thighhighsorover-knee socks. - Describe the outfit clearly if you want the stocking top to stay visible.
- Use camera distance and pose words if the legs are too small in the frame.
- Lower the weight if the model starts affecting shoes or turning the whole legwear into pantyhose.
- Try several seeds. Glossy materials are very sensitive to lighting and pose.
FAQ
Why can I not generate the exact same picture as your examples?
Base model, sampler, seed, VAE, WebUI version, plugins, LoRA order, and other LoRA weights can all change the final image. Please do not chase an identical picture. Use the LoRA to create your own best result.
What should I do if a large mosaic or broken texture appears after increasing the weight?
Lower this LoRA weight first. If you are using many LoRAs together, lower the other LoRA weights too. You can also try LoRA Block Weight or switch sampler/base model.
Why does it sometimes become pantyhose instead of over-knee socks?
Because many base models strongly associate black hosiery with pantyhose. Add black thighhighs, over-knee socks, visible stocking top, and bare thighs to guide the shape.
Can I use it commercially?
You are responsible for the content you generate. If you use this model for commercial work or custom cooperation, please contact me first.
Statement
- You are fully responsible for any creative work made with this model.
- Do not use this model to create or share illegal, harmful, malicious, defamatory, fraudulent, or political content.
- If you use this model commercially, please inform me. Thank you.
中文说明
这是图图嗨丝系列里的 8D 黑色油亮长筒/过膝袜 LoRA。它和完整连裤袜不同,重点不是“整条腿都变成黑丝”,而是让上沿、长筒袜形态、过膝结构和油亮尼龙质感更明确。
这个模型的目标很窄:改善黑色油亮长筒袜的质感,同时尽量减少对脸、鞋子、衣服、动作、构图和整体色调的污染。一个好用的服装 LoRA,不应该为了表现材质把整张图都拖走。
- 类型:黑色油亮过膝袜 / 长筒袜
- 厚度:8D
- 颜色:black
- 材质方向:油亮、薄透、尼龙质感、真实丝袜表面
- 基础模型:SD 1.5
- 训练词:
Black 8D glossy stockings
这个模型适合什么
- 强化 8D 黑色油亮长筒袜的尼龙光泽。
- 让袜口、过膝结构、长筒袜形态更清楚。
- 避免把长筒袜误做成完整连裤袜。
- 尽量减少对鞋子、衣服、脸和画面风格的污染。
- 适合写真、时装、二次元、2.5D、写实等不同工作流。
为什么要做这个 LoRA
很多黑丝 LoRA 会把连裤袜、长筒袜、短袜、不同厚度、不同亮度、不同拍摄风格混在一起。混得越多,越难控制。你可能想要长筒袜,结果变成连裤袜;你可能想要油亮质感,结果只是黑色棉袜;你可能想要袜子更真实,结果鞋子和衣服被污染。
所以这一版只围绕 8D 黑色油亮过膝袜 做。素材采用高清实拍,并使用差异提取法制作。它的重点不是让画面更黑,而是把正确的尼龙光泽、薄透感和长筒袜边界放到该出现的位置。
推荐参数
- 推荐权重:0.5 到 1.5,可以从 0.8 左右开始。
- 质感不够时,慢慢提高权重。
- 鞋子、衣服、肤色被影响时,优先降低权重。
- 用明确的长筒袜提示词,不要只靠权重硬拉。
- 负面提示词不要堆太多,否则可能压掉油亮材质。
- 其他参数按你常用工作流设置即可。
出图关键词
主训练词:Black 8D glossy stockings
black thighhighsblack over-knee socksblack over-knee stockingsglossy black stockingsoil-shiny black stockings8D black stockingsthin nylon stockingsrealistic hosiery texturevisible stocking topseparate stocking bandbare thighs
如果结果变成连裤袜,可以补 over-knee socks、thighhighs、visible stocking top、bare thighs。如果结果像普通棉袜,可以补 glossy black stockings、thin nylon、oil-shiny texture。
训练与制作说明
这个模型使用高清实拍素材制作,并使用差异提取法。因为服装类 LoRA 很容易把背景、姿势、鞋子、光线一起学进去,最后变成不好控制的模型。差异提取的目的,就是尽量只提取目标材质和结构,把不相关的污染降下来。
这个模型的训练重点是两个:第一,黑色油亮丝袜表面的材质;第二,长筒/过膝袜的形态和边界。它不应该强行带出固定衣服、固定姿势或固定构图。所以使用时请配合明确提示词,并根据底模调整权重。
我判断这类模型好不好,不只看一张样图漂不漂亮,而是看它在不同角色、不同鞋子、不同姿势、不同底模里是否仍然好用。只能在一个固定姿势里有效的服装 LoRA,对日常创作来说是不够的。
常见问题
为什么我出不了和你一样的图?
底模、采样器、种子、VAE、插件、LoRA 顺序、其他 LoRA 权重都会影响结果。不要追求完全一样,做出适合自己画面的效果更重要。
权重调高后出现马赛克或破碎纹理怎么办?
先降低本 LoRA 权重。如果同时用了很多 LoRA,也降低其他 LoRA 的权重,或者尝试 LoRA Block Weight、换采样器、换底模。
为什么有时会变成连裤袜?
很多底模会把黑色丝袜自动联想到连裤袜。请加入 black thighhighs、over-knee socks、visible stocking top、bare thighs 来约束形态。
声明
- 你需要对使用本模型生成的任何作品承担全部责任。
- 不要使用本模型制作或传播非法、有害、恶意、诽谤、诈骗或政治用途内容。
- 如果将本模型用于商业用途或定制合作,请提前联系我,谢谢。
日本語説明
これは Tutu HiSilk シリーズの 8D black glossy over-knee socks / thigh-high stockings LoRA です。フルパンストではなく、長い膝上ストッキングの形、上端の分離、黒いナイロンの光沢を表現するためのモデルです。
- Type: black glossy over-knee socks / thigh-high stockings
- Thickness: 8D
- Color: black
- Trigger:
Black 8D glossy stockings - Recommended weight: 0.5 to 1.5, start around 0.8
この LoRA は、黒い長筒ストッキングの光沢と質感を強めながら、顔、靴、服、ポーズ、画面全体への影響を少なくすることを目指しています。普通の黒ソックスやフルパンストになりすぎる場合は、black thighhighs, over-knee socks, visible stocking top, bare thighs などを追加してください。
実写素材と差分抽出法を使って作成しています。目的は、写真全体のスタイルではなく、黒い 8D 光沢ストッキングの素材感だけをできるだけきれいに取り出すことです。













