Super-Pencil-Flux-LoRA
| Property | Value |
|---|---|
| Model Type | LoRA Fine-tune |
| Base Model | FLUX.1-dev |
| Training Images | 12 |
| Network Dimensions | 64 |
| Network Alpha | 32 |
| Epochs | 13 |
What is Super-Pencil-Flux-LoRA?
Super-Pencil-Flux-LoRA is a specialized fine-tuned LoRA model designed to generate high-quality pencil sketch artwork. Built on the FLUX.1-dev base model, it has been trained specifically to produce detailed black and white pencil drawings with a focus on portraits, figures, and objects. The model utilizes a network dimension of 64 and an alpha of 32, optimized through 13 epochs of training on a carefully curated dataset of 12 images.
Implementation Details
The model employs the AdamW optimizer with a constant learning rate scheduler and incorporates advanced noise handling techniques, including a 0.03 noise offset and multires noise iterations. It's designed to work optimally at 1024x1024 resolution and requires the trigger phrase "Simple Pencil" for best results.
- Utilizes bfloat16 precision for efficient processing
- Implements noise discount of 0.1 with 10 multires iterations
- Trained for 2070 steps with 22 repeats
- Incorporates florence2-en labeling for natural language processing
Core Capabilities
- Generation of detailed pencil sketches and drawings
- Specialized in portrait and figure rendering
- Black and white artwork creation
- Accurate representation of facial features and expressions
- Detailed texture and shading effects
Frequently Asked Questions
Q: What makes this model unique?
The model specializes in creating realistic pencil drawings with particular attention to detail in facial features, textures, and shading. Its specific training on a small but highly curated dataset allows for consistent and high-quality pencil sketch generation.
Q: What are the recommended use cases?
This model is ideal for creating artistic pencil portraits, character sketches, and detailed black and white illustrations. It's particularly suited for artists and designers looking to generate pencil-style artwork with minimal prompt engineering, using the trigger word "Simple Pencil".
