metadata
license: creativeml-openrail-m
base_model:
- CompVis/stable-diffusion-v1-4
tags:
- diffusion
- stable_diffusion
- lora
- text-to-image
- room_images_generation
library_name: diffusers
widget:
- text: >-
Design a modern home office with a large wooden desk facing a window, a
comfortable ergonomic chair, and shelves filled with books and decorative
items. Include a laptop on the desk, a small indoor plant, and a
motivational quote framed on the wall. The color scheme should be calm and
professional, with light gray walls and blue accents.
output:
url: images/example_izowsnvkj.png
Room Design Text-to-Image Generator (Fine-Tuned Stable Diffusion v1-4)
Model Description
This model is a fine-tuned version of the CompVis/stable-diffusion-v1-4, trained specifically on a custom dataset of room images using LoRA (Low-Rank Adaptation). This fine-tuning technique allows the model to specialize in generating diverse room layouts, shapes, and designs based on text prompts while maintaining the computational efficiency of the original architecture.
The LoRA method enables the model to focus on room-specific features and design patterns without the need for extensive retraining or large-scale computational resources. It is ideal for scenarios requiring text-to-image generation that aligns with specific room descriptions.
Model Applications
This model can be used for:
- Interior design inspiration
- Visualizing room layouts for real estate
- Creative room design generation
- Architectural planning and visualization
Model Details
- Base Model: CompVis/stable-diffusion-v1-4
- Fine-tuning Method: LoRA (Low-Rank Adaptation)
- Training Dataset: A curated dataset of diverse room images, covering different room types, styles, and layouts. (https://www.kaggle.com/datasets/ossm03/room-dataset-for-stable-diffusion/data)