Electric Vehicle Interior LoRA Model

Overview

"Electric Vehicle Interior" is a specialized LoRA model designed to enhance the generation of modern car interiors, with a particular focus on electric vehicles. This model addresses the limitations of existing models in producing contemporary automotive interior designs.

Key Features

• Tailored for generating up-to-date car interior images

• Specifically trained on electric vehicle interiors

• Enhances detail and modernity compared to standard models

Development Background

As an automotive designer, I noticed that the Flux 1 series models, while excellent at improving image details, tended to generate outdated car interiors. To address this, I curated a dataset of modern electric vehicle interiors and used it to train this LoRA model. The goal was to create a tool capable of producing more contemporary and innovative interior designs, especially for electric vehicles.

Usage Guide

• Compatible with ComfyUI

• Installation: Place the model in ./Comfyui/models/loras/

• Application: Use "Load Lora" as you would with SD1.5 or SDXL models

• Use guidance 3.5

• Steps >=25

• Recommended resolution is 1344x768

• When using, ensure the resolution is 1344x768. This is not an issue with Flux1, but rather a problem from my training. Other resolutions are yet to be tested, and you're welcome to conduct your own tests.

Performance Notes

• No specific trigger words required

• Best results achieved with more detailed prompts

• Optimal performance may require longer prompts (possibly due to T51_1 XXL base or training parameters)

Training Specifications

• Dataset: 383 images

• Resolution: 1024

• Maximum training epochs: 50

• Network module: Lokr

• Network dimensions: 4

• Factor: 6

• Optimizer: AdamW8bit

• UNet learning rate: 2e-4

• Training UNet only

• Additional parameters:

min_snr_gamma = 5

multires_noise_iterations = 10

multires_noise_discount = 0.3

Advanced Usage

• Training script: kohya-ss/sd-scripts

• For broader compatibility, use the merge.py script from kohya-ss/sd-scripts to combine with Flux 1.dev than you can test ConntrolNet or Ip-adapter published by Xflux

• Compatible with XLabs-AI/flux-controlnet-canny-v3 in ComfyUI

• This LoRA model represents an experimental approach to improving electric vehicle interior visualization, offering designers and enthusiasts a tool to explore modern automotive design concepts.

Note:

This model card was written with the assistance of Claude 3.5, an AI language model developed by Anthropic.