
这是一个用于生成《剖面手册》风格剖透视图的微调模型,可以在绘制线稿风剖透视图的时候用于提供灵感(其实并没有什么用,,,)
This is a fine-tuned model for generating section-perspective drawings in the style of the Manual of Section. It can provide inspiration when drawinging line-art style section-perspective drawings (although it's useless in fact...).
训练集来源于《剖面手册》(Paul Lewis, Marc Tsurumaki, David J. Lewis. Manual of Section),
The training set is sourced from Manual of Section (Paul Lewis, Marc Tsurumaki, David J. Lewis).
基于KohakuXL Zeta,用传统lora、loha、lokr三种方法微调,这三种模型各有千秋,供大家自行选择,值得注意的是,传统的lora大小为162MB,loha由于加入了卷积层的训练,为337MB,而lokr由于其巧妙的算法,仅为21.9MB,我会推荐大家使用lokr模型,
The model is based on KohakuXL Zeta and fine-tuned using three methods: conventional LoRA, LoHa, and LoKr. Each has its own strengths, so users can choose accordingly. Notably, the conventional LoRA is 162MB in size; LoHa, due to the inclusion of convolutional layer training, is 337MB; while LoKr, thanks to its clever algorithm, is only 21.9MB. I would recommend using the LoKr model.
使用时,建议使用自然语言提示词,建议用“architecture, a section perspective drawing of a ……”进行描述,以下是一些示例:
When using it, natural language prompts are recommended. Try starting your prompt with "architecture, a section perspective drawing of a…". Here are some examples:
architecture, a section perspective drawing of a house with a roof and a porch area with a table and chairs and a bench, David Chipperfield, archdaily, modernism
architecture, a section perspective drawing of a building with a lot of windows and a lot of people walking around it and a lot of windows, David Chipperfield, isometric view, modular constructivism
architecture, a section perspective drawing of a building with a lot of stairs and a lot of windows on the side of it, Enguerrand Quarton, isometric view, modular constructivism
可以配合controlnet,输入自己的剖面线图,使用xinsir的union_promax,使用canny/lineart/anime_lineart/mlsd模式或者hed/pidi/scribble/ted模式,即可做剖面图的风格化,生成《剖面手册》风格的剖面,以下是几个范例(例图用的是我自己的课程设计,献丑了):
You can use ControlNet by inputting your own section line drawings, and use xinsir's union_promax. By applying canny/lineart/anime_lineart/mlsd type or hed/pidi/scribble/ted type, you can stylize your section drawings and generate them in the style of Manual of Section. Below are a few examples (the sample images are from my own course projects, apologies for the imperfections):
例1 输入controlnet的图片:
Eg1: Input image for ControlNet:
输出:
Output:
例2 输入controlnet的图片:
Eg2: Input image for ControlNet:
输出:
Output:
例3 输入controlnet的图片:
Eg3: Input image for ControlNet:
输出:
Output:
这个模型的缺点是,对提示词不敏感,很难通过提示词生成相应的家具配景,应该是打标的时候没打全的原因,《剖面手册》里的图比较抽象,难以打标,
The shortcoming of this model is its lack of sensitivity to prompts, making it difficult to generate corresponding furnitures and background elements based on the prompts. This is likely due to incomplete labeling during training, as the drawings in the Manual of Section are quite abstract, making labeling challenging.
描述:
训练词语: architecture,a section perspective drawing of a
名称: manual_of_section_XL_loha.safetensors
大小 (KB): 345929
类型: Model
Pickle 扫描结果: Success
Pickle 扫描信息: No Pickle imports
病毒扫描结果: Success