# Used Leather LoRA SDXL

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## Model Overview

This model card represents a LoRA (Low-Rank Adaptation) model trained on the Used Leather Dataset, sourced from our [Used Leather Dataset](https:&#x2F;&#x2F;huggingface.co&#x2F;datasets&#x2F;Blib-la&#x2F;used_leather_dataset). The model specializes in generating images of used, worn, and weathered leather textures.

## Training Configuration

- **Dataset**: [Used Leather Dataset](https:&#x2F;&#x2F;huggingface.co&#x2F;datasets&#x2F;Blib-la&#x2F;used_leather_dataset)
- **Epochs**: 17
- **Number of Images**: 50
- **Repeats per Image**: 10 (Each image was used 10 times during training)
- **Optimizer**: DAdaptAdam (An optimizer designed for efficient and effective AI model training)
- **Precision**: bf16 (Using bf16 precision for training, balancing performance and memory efficiency)
- **Main Trigger**: The model is fine-tuned to recognize and generate images with the theme &quot;used leather.&quot;
- **Xformers**: Enabled (Utilizing xformers for efficient transformer models)
- **Captioning Method**: GPT-Vision (Using GPT-Vision for generating descriptive captions for training images), optimized for token shuffling
- **Base Model**: Stable Diffusion XL 1.0 (The model is built upon the foundation of Stable Diffusion XL 1.0, known for its robustness in image generation tasks)

## Model Usage

This LoRA model is specifically trained to replicate various conditions of leather, such as used, scuffed, scratched, and weathered textures.

## Performance and Limitations

- **Performance**: The model demonstrates proficiency in capturing the intricate details and variations in used leather textures.
- **Limitations**: As the training dataset comprises only 50 images, the model may have limitations in generating certain objects.

## Ethical Considerations

- **Intended Use**: This model is intended for non-commercial applications, particularly in design, restoration, and educational fields.
- **Bias and Fairness**: Users should be aware of the potential biases inherent in the dataset. It reflects the specific types of leather and conditions present in the original images.

## Licensing

- **Model License**: The model is available for non-commercial use under the same Creative Commons Attribution-NonCommercial 4.0 Generic (CC BY-NC 4.0) license as the training dataset.
- **Dataset License**: The Used Leather Dataset is licensed under CC BY-NC 2.0.

## Contributions and Feedback

We welcome feedback and contributions to improve the model further. If you have suggestions or would like to contribute to the model&#39;s development, please reach out through the model&#39;s Hugging Face page.


## Trigger words

You should use `used leather` to trigger the image generation.

## Download model

Weights for this model are available in Safetensors format.

[Download](/Blib-la/used_leather_lora_sdxl/tree/main) them in the Files & versions tab.

## Related

https://blib.la/blog/crafting-the-future-blibla-s-ethical-approach-to-ai-model-training
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diffusers text-to-image stable-diffusion lora template:sd-lora base_model:stabilityai/stable-diffusion-xl-base-1.0 license:cc-by-nc-4.0 has_space region:us