1. Tutorial Introduction

isometric-skeumorphic-3d-bnb is a LoRA model released by the group multimodalart on May 15, 2025. It focuses on generating 3D isometric icons with both skeuomorphic design aesthetics and stylized characteristics. The model performs well in processing real-world objects and architectural landmarks, and can transform them into highly recognizable icon-style illustrations. Its core advantage lies in the fine control of visual elements: it simulates natural light and shadow levels by optimizing lighting parameters, presents spatial relationships with the help of strict isometric perspective rules, and unifies style details to ensure the visual consistency of generated content. The model is trained based on the fal-ai/flux-lora-fast-training framework of the fal.ai platform. It has both fast generation capabilities and high-quality output performance, and is widely used in game design, architectural visualization, and product display.

This tutorial model version information:

LoRA Model	Basic Model
isometric-skeumorphic-3d-bnb v1.0	FLUX.1-dev

This tutorial uses a single RTX 4090 card, and the tutorial prompts only support English.

2. Project Examples

The following is the isometric 3D style icon effect generated by the model:

3. Operation steps

1. After starting the container, click the API address to enter the web interface

2. Operation steps

Parameter Description

• Model style control: prompt words must contain core keywords isometric skeumorphic 3D, otherwise it may deviate from the style.
• Hyperparameter Tuning:
  • Style is too weak: Increase "LoRA Strength" to 0.8-0.9;
  • Blurred details: Increase the "Generation Steps" to 30, or increase the "Guidance Factor" to 8.0.
• Tips for using prompt words: Clearly describe the details of the object (such as "laptop with keyboard") + style restrictions (such as "white background, isolated element") to avoid vague expressions.

4. Discussion

If you see a high-quality project, please leave a message in the background to recommend it! In addition, we have also established a tutorial exchange group. Welcome friends to scan the QR code and remark [SD Tutorial] to join the group to discuss various technical issues and share application results!

Citation Information

The citation information for this project is as follows:

@misc{multimodalart2025isometricskeumorphic3dbnb,
    title   = {Isometric-Skeumorphic-3D-BNB LoRA Model},
    author  = {multimodalart},
    year    = {2025},
    url     = {https://huggingface.co/multimodalart/isometric-skeumorphic-3d-bnb},
    note    = {LoRA model for generating isometric skeumorphic 3D icons, based on the FLUX framework.},
    type    = {(OL)},  
}