Canopus-Clothing-Flux-LoRA
| Property | Value |
|---|---|
| Base Model | black-forest-labs/FLUX.1-dev |
| License | CreativeML OpenRAIL-M |
| Captioning Model | microsoft/Florence-2-large |
| Network Dimensions | 64/32 (dim/alpha) |
What is Canopus-Clothing-Flux-LoRA?
Canopus-Clothing-Flux-LoRA is a specialized fine-tuned LoRA model designed for generating high-quality clothing images. Built on the FLUX.1-dev base model, it incorporates advanced training parameters and Microsoft's Florence-2-large for enhanced captioning capabilities. The model excels in creating detailed clothing visualizations with specific focus on hoodies, shirts, pants, and general clothing items.
Implementation Details
The model employs sophisticated training parameters including AdamW8bit optimizer, constant LR scheduler, and specialized noise handling (offset: 0.03, multires discount: 0.1). Trained over 15 epochs with 3K+ steps, it utilizes a 64/32 network dimension/alpha configuration for optimal performance.
- Advanced noise processing with 10 multires iterations
- Integrated Florence-2-large captioning model
- Optimized aspect ratio support for various clothing types
- Specialized trigger words for specific clothing items
Core Capabilities
- Detailed clothing item generation with studio-quality results
- Support for multiple clothing types including hoodies, shirts, and pants
- Specialized in various photographic styles from minimalist to gothic
- Enhanced attention to fabric textures and material details
Frequently Asked Questions
Q: What makes this model unique?
This model combines advanced LoRA training techniques with specialized clothing generation capabilities, featuring precise control over style and composition through detailed prompting.
Q: What are the recommended use cases?
The model is ideal for fashion photography, product visualization, clothing design mockups, and e-commerce content generation. It excels in creating detailed, studio-quality images of various clothing items.
