🏗️ BMT FloorPlan Kontext LoRA

Convert 2D Architectural Floor Plans to Photorealistic Color Visualizations

📋 Model Overview

Attribute	Details
🏷️ Model Name	BMT FloorPlan Kontext LoRA
🎯 Base Model	FLUX.1 Kontext
🔧 Model Type	LoRA (Low-Rank Adaptation)
🗝️ Trigger Word	`WD`
📦 File Format	SafeTensor
📊 File Size	327.88 MB
🔢 Version	v1.0
📅 Published	August 3, 2025
⚖️ Weights	0.9 - 1.0
🧠 Training Parameters	768 - 768

🎨 Three Visual Styles

Style	Description
⚫⚪ Black & White	Clean monochromatic architectural renders
🎨 Pure Color	Solid color fills with minimal shading
🌈 Color Scheme	Full photorealistic color rendering with lighting, materials, and texture differentiation

⚙️ How It Works

This LoRA leverages the FLUX.1 Kontext architecture - a 12B parameter rectified flow transformer trained in latent space with fused DiT blocks and 3D Rotary Positional Embeddings (RoPE). The model has been fine-tuned on a curated dataset of floor plan-to-color render pairs to learn the mapping between 2D CAD layouts and architectural color representations.

🔬 Core Mechanism

graph LR
    A[📄 2D Floor Plan<br/>CAD/Blueprint] --> B[🧠 FLUX.1 Kontext<br/>12B Transformer]
    B --> C[⚡ LoRA Injection<br/>Low-Rank Weights]
    C --> D[🎯 Spatial Understanding<br/>RoPE Encoding]
    D --> E[🎨 Style Transfer<br/>B&W / Pure Color / Color Scheme]
    E --> F[🏠 Color<br/>Visualization]

📄 Input Conditioning - The model accepts a 2D floor plan image (CAD drawing, architectural sketch, or blueprint) as the primary input.
⚡ LoRA Injection - The fine-tuned low-rank weight matrices are injected into the base FLUX.1 Kontext transformer, specializing the model's attention heads to recognize architectural elements (walls, doors, windows, furniture, spatial layouts).
🎯 Spatial Understanding - Using FLUX.1 Kontext's advanced in-context generation capabilities and RoPE positional encoding, the model interprets the 2D layout as a spatial structure.
🎨 Style Transfer - The LoRA applies learned aesthetic patterns to generate three distinct visual styles: Black & White, Pure Color, and Color Scheme.

🚀 Use Cases

🏗️ Architecture	🏠 Real Estate	🛋️ Interior Design	🏗️ Construction	📚 Education
Convert CAD floor plans into client-ready color renders	Generate immersive property previews from technical drawings	Visualize spatial layouts with furniture and material finishes	Create color views for stakeholder presentations	Transform technical drawings into accessible diagrams

🛠️ Recommended Settings

Parameter	⚙️ Recommendation
LoRA Strength	`0.9 - 1.0`
Base Model	FLUX.1 Kontext (Pro/Max recommended)
Resolution	`1024x1024` px (native) or `512x512` px (fast preview)
Steps	`30 - 50`
CFG Scale	`7.0 - 9.0`
Sampler	`Euler a` / `DPM++ 2M Karras`
Trigger Word	`WD`

📝 Prompting Guide

🎯 Basic Structure

WD, floor plan, [style], [room type], [lighting condition]

🎨 Style Keywords

black and white - Monochromatic technical render
pure color - Flat color architectural diagram
color scheme - Full photorealistic visualization

💡 Example Prompts

# ⚫⚪ Black & White Style
WD, turn this picture into a black and white floor plan.

# 🔵 Deep Blue Map
WD, convert this picture into a deep blue map.

# 🔵 Dark Blue Map
WD, convert this image to a dark blue map.

# 🏠 Standard Floor Plan
WD, turn this picture into a floor plan.

# ☕ Coffee-Colored Style
WD, turn this picture into a coffee-colored plan.

# 🌈 Full Color Scheme
WD, floor plan, color scheme, modern apartment interior, 
natural lighting, wooden flooring, white walls, furnished living room and kitchen

⚠️ Limitations

Resolution Cap: Hard limit at 1024x1024 px; intricate geometry may produce edge artifacts at lower resolutions

Multi-View Consistency: No built-in guarantee for fully coherent scenes across multiple angles

Complex Geometry: Highly detailed or irregular architectural elements may require manual refinement

Style Lock: The model is optimized for the three trained styles; deviations may produce inconsistent results

🔗 Recommended Resources

Resource	Type	Purpose	Link
FLUX.1-Kontext-dev workflows	🎯 Checkpoint	Development workflow base	Civitai
FLUX.1 Kontext	🎯 Checkpoint	Production base model	Civitai
FLUX.1 Kontext Fp8 and GGUF	🎯 Checkpoint	Memory-optimized inference	Civitai

👤 Model Card Contact


👨‍💻 Creator	Gavin01123
🌐 Platform	Civitai
📊 Model ID	`1836283`
🔢 Version ID	`2078017`
📅 Joined	July 18, 2025

📖 Citation

If you use this model in your research or projects, please cite:

@misc{bmt-floorplan-kontext-lora-2025,
  title        = {BMT FloorPlan Kontext LoRA},
  author       = {Gavin01123},
  year         = {2025},
  publisher    = {Civitai},
  howpublished = {\url{https://huggingface.co/bmtdecorai/BMT-FloorPlan-Kontext-LoRA}}
}

📜 License

This model is subject to the FLUX.1 Kontext license terms by Black Forest Labs. Please refer to the base model license for commercial use restrictions.

The FLUX.1 [dev] Model is licensed by Black Forest Labs, Inc. under the FLUX.1 [dev] Non-Commercial License. Copyright Black Forest Labs, Inc.

⭐ If you find this model helpful, please consider leaving a review on Civitai!

Last updated: August 3, 2025

Downloads last month: 18