| Property | Value |
|---|---|
| License | Apache-2.0 |
| Base Model | black-forest-labs/FLUX.1-dev |
| Training Images | 22 Hi-RES Images |
| Network Parameters | Dim: 64, Alpha: 32 |
What is Mockup-Texture-Flux-LoRA?
Mockup-Texture-Flux-LoRA is a specialized LoRA model designed for generating high-quality mockup textures, particularly focused on clothing items like t-shirts and sweatshirts. Built on the FLUX.1-dev base model, it employs advanced training parameters to achieve realistic texture generation with precise detail control.
Implementation Details
The model utilizes a constant learning rate scheduler with AdamW optimizer, implementing a network dimension of 64 and alpha of 32. Training was conducted over 13 epochs with 2.2K steps, incorporating sophisticated noise handling through a 0.03 noise offset and multires noise iterations.
- Optimizer: AdamW with constant LR scheduler
- Training Parameters: 23 repeats, 2.2K steps
- Noise Management: 0.03 offset, 0.1 discount rate
- Image Processing: florence2-en labeling system
Core Capabilities
- High-quality mockup texture generation
- Precise clothing item visualization
- Detailed texture and material rendering
- Background integration and contrast management
Frequently Asked Questions
Q: What makes this model unique?
The model specializes in creating highly detailed mockup textures with particular emphasis on clothing items, utilizing a carefully curated training dataset of 22 high-resolution images and sophisticated noise handling techniques.
Q: What are the recommended use cases?
This model is ideal for e-commerce product visualization, fashion design prototyping, and digital marketing materials where realistic clothing mockups are required. The trigger word "Mockup" must be used for optimal results.