Flux-Long-Toon-LoRA
| Property | Value |
|---|---|
| Base Model | black-forest-labs/FLUX.1-dev |
| License | CreativeML OpenRAIL-M |
| Training Images | 15 |
| Optimal Resolution | 768x1024 |
What is Flux-Long-Toon-LoRA?
Flux-Long-Toon-LoRA is a specialized fine-tuning model developed by prithivMLmods that extends the capabilities of the FLUX.1-dev base model for generating long-form cartoon-style images. The model employs LoRA (Low-Rank Adaptation) technology with carefully tuned parameters including a network dimension of 64 and alpha of 32.
Implementation Details
The model utilizes an AdamW optimizer with constant learning rate scheduling, incorporating advanced features like noise offset (0.03) and multires noise iterations (10). Training was conducted over 18 epochs with 3270 steps, using a specialized dataset of 15 carefully curated images.
- Network Architecture: 64 dimensions with 32 alpha
- Optimization: AdamW with constant LR scheduler
- Training Duration: 18 epochs with 25 repeats
- Labeling System: florence2-en (natural language & English)
Core Capabilities
- Specialized in long-form cartoon/toon-style image generation
- Optimized for 768x1024 resolution (best performance)
- Supports 1024x1024 resolution as default
- Requires "Long toons" trigger word for optimal results
Frequently Asked Questions
Q: What makes this model unique?
This model specializes in creating long-form cartoon-style images with specific attention to detail, utilizing a carefully optimized LoRA architecture with the FLUX.1-dev base model. Its unique training parameters and specialized dataset make it particularly effective for cartoon character generation.
Q: What are the recommended use cases?
The model excels at generating detailed cartoon characters, particularly in portrait orientation (768x1024). It's ideal for creating stylized character designs, animated-style portraits, and toon-based artwork. The model requires the trigger phrase "Long toons" for optimal results.
