Flux-Isometric-3D-LoRA
| Property | Value |
|---|---|
| Base Model | black-forest-labs/FLUX.1-dev |
| License | CreativeML OpenRAIL-M |
| Training Images | 20 |
| Optimal Dimensions | 768x1024, 1024x1024 |
What is Flux-Isometric-3D-LoRA?
Flux-Isometric-3D-LoRA is a specialized LoRA model designed for generating isometric 3D scenes. Built on the FLUX.1-dev base model, it excels at creating detailed architectural visualizations and landscape scenes from an isometric perspective. The model employs advanced training parameters including AdamW optimizer and constant LR scheduling to achieve high-quality outputs.
Implementation Details
The model utilizes a sophisticated training configuration with Network Dimensions of 64 and Network Alpha of 32. It was trained for 20 epochs using specific image processing parameters including a noise offset of 0.03 and multires noise iterations of 10. The training process incorporated 25 repeats over 3400 steps.
- Network Architecture: LoRA adaptation on FLUX.1-dev
- Training Configuration: Constant LR scheduler with AdamW optimizer
- Specialized Noise Parameters: 0.03 offset with 0.1 discount rate
Core Capabilities
- Generation of isometric 3D scenes and landscapes
- Architectural visualization from isometric perspectives
- Creation of detailed environmental scenes with proper depth perception
- Optimal performance at 768x1024 resolution
Frequently Asked Questions
Q: What makes this model unique?
The model specializes in creating isometric 3D views with a specific trigger word "Isometric 3D", offering consistent perspective and detailed environmental rendering capabilities.
Q: What are the recommended use cases?
This model is ideal for architectural visualization, game asset creation, landscape design, and any application requiring isometric 3D representation of scenes or objects.
