---
tags:
- text-to-image
- stable-diffusion
- lora
- diffusers
- template:sd-lora
widget:
- text: >-
    physical model, arch bridge, concrete, site, timber, wire trees, dark
    acrylic, reflection, studio lighting, SETLKT  <lora:SE_CEM_BRIDGE:0.8>
  output:
    url: images/BAI.png
- text: >-
    physical model, suspension bridge, concrete, site, timber, wire trees, dark
    acrylic, reflection, studio lighting, SETLKT  <lora:SE_CEM_BRIDGE:0.8>
  output:
    url: images/AAI.png
base_model: runwayml/stable-diffusion-v1-5
instance_prompt: >-
  physical model, arch bridge, suspension bridge, concrete, site, timber, wire
  trees, dark acrylic, reflection, studio lighting, SETLKT
license: mit
---
# SE_CEM_BRIDGE

<Gallery />

## Model description 

Based on Research From: Case Study 1 of the Master&#39;s Thesis, &quot;Structural Embodiment - Unified Workflow and Toolkit for Form-finding, Materialisation and Visualisation via Deep Learning Methods&quot; by Tao Sun,  conducted under the professorship of Structural Design and Chair of Architectural Informatics at the Technical University of Munich.

This LoRA model is specifically trained on a dataset comprising 100 varied renderings produced during the first case study of the aforementioned thesis. These renderings serve as the foundational dataset, facilitating the model&#39;s ability to generate model-like views of bridge structures with high fidelity.

Optimal Settings:

LoRA weight: 0.8

Depth ControlNet Unit Weight: 0.6

Canny ControlNet Unit Weight: 0.3

Utilising both Depth and Canny ControlNet Units simultaneously with the specified weights enhances the model&#39;s effectiveness, producing detailed and context-aware visualisations of bridge structures.

![xyz_grid-0000-2900010133.jpg](https:&#x2F;&#x2F;cdn-uploads.huggingface.co&#x2F;production&#x2F;uploads&#x2F;6486dc1339134aca244a93b3&#x2F;NF6IFxJ73sFERd6tNa2IG.jpeg)


## Trigger words

You should use `physical model` to trigger the image generation.

You should use `arch bridge` to trigger the image generation.

You should use `suspension bridge` to trigger the image generation.

You should use `concrete` to trigger the image generation.

You should use `site` to trigger the image generation.

You should use `timber` to trigger the image generation.

You should use `wire trees` to trigger the image generation.

You should use `dark acrylic` to trigger the image generation.

You should use `reflection` to trigger the image generation.

You should use `studio lighting` to trigger the image generation.

You should use `SETLKT` to trigger the image generation.


## Download model

Weights for this model are available in Safetensors format.

[Download](/LupoSun/SE_CEM_BRIDGE/tree/main) them in the Files & versions tab.