metadata

tags:
  - text-to-image
  - stable-diffusion
  - lora
  - diffusers
  - template:sd-lora
widget:
  - text: >-
      a used leather dog, made of worn leather, torn edges, weathered, prominent
      stitching, scruffs, scratches <lora:used_leather_sdxl_v1:1>
    output:
      url: images/00089-3023579477.png
  - text: >-
      a used leather cat, made of worn leather, torn edges, weathered, prominent
      stitching, scruffs, scratches <lora:used_leather_sdxl_v1:1>
    output:
      url: images/00090-3023579477.png
  - text: >-
      a used leather spider, made of worn leather, torn edges, weathered,
      prominent stitching, scruffs, scratches <lora:used_leather_sdxl_v1:1>
    output:
      url: images/00091-3023579477.png
  - text: >-
      a used leather dinosaur, made of worn leather, torn edges, weathered,
      prominent stitching, scruffs, scratches <lora:used_leather_sdxl_v1:1>
    output:
      url: images/00092-3023579477.png
  - text: >-
      a used leather beetle, made of worn leather, torn edges, weathered,
      prominent stitching, scruffs, scratches <lora:used_leather_sdxl_v1:1>
    output:
      url: images/00093-3023579477.png
  - text: >-
      a used leather grasshopper, made of worn leather, torn edges, weathered,
      prominent stitching, scruffs, scratches <lora:used_leather_sdxl_v1:1>
    output:
      url: images/00094-3023579477.png
  - text: >-
      a used leather butterfly, made of worn leather, torn edges, weathered,
      prominent stitching, scruffs, scratches <lora:used_leather_sdxl_v1:1>
    output:
      url: images/00095-3023579477.png
  - text: >-
      a used leather bird, made of worn leather, torn edges, weathered,
      prominent stitching, scruffs, scratches <lora:used_leather_sdxl_v1:1>
    output:
      url: images/00096-3023579477.png
  - text: >-
      a used leather astronaut, made of worn leather, torn edges, weathered,
      prominent stitching, scruffs, scratches <lora:used_leather_sdxl_v1:1>
    output:
      url: images/00098-3023579477.png
  - text: >-
      a used leather monkey, made of worn leather, torn edges, weathered,
      prominent stitching, scruffs, scratches <lora:used_leather_sdxl_v1:1>
    output:
      url: images/00099-3023579477.png
base_model: stabilityai/stable-diffusion-xl-base-1.0
instance_prompt: used leather
license: cc-by-nc-4.0

Used Leather LoRA SDXL

Prompt
a used leather dog, made of worn leather, torn edges, weathered, prominent stitching, scruffs, scratches <lora:used_leather_sdxl_v1:1>

Prompt
a used leather cat, made of worn leather, torn edges, weathered, prominent stitching, scruffs, scratches <lora:used_leather_sdxl_v1:1>

Prompt
a used leather spider, made of worn leather, torn edges, weathered, prominent stitching, scruffs, scratches <lora:used_leather_sdxl_v1:1>

Prompt
a used leather dinosaur, made of worn leather, torn edges, weathered, prominent stitching, scruffs, scratches <lora:used_leather_sdxl_v1:1>

Prompt
a used leather beetle, made of worn leather, torn edges, weathered, prominent stitching, scruffs, scratches <lora:used_leather_sdxl_v1:1>

Prompt
a used leather grasshopper, made of worn leather, torn edges, weathered, prominent stitching, scruffs, scratches <lora:used_leather_sdxl_v1:1>

Prompt
a used leather butterfly, made of worn leather, torn edges, weathered, prominent stitching, scruffs, scratches <lora:used_leather_sdxl_v1:1>

Prompt
a used leather bird, made of worn leather, torn edges, weathered, prominent stitching, scruffs, scratches <lora:used_leather_sdxl_v1:1>

Prompt
a used leather astronaut, made of worn leather, torn edges, weathered, prominent stitching, scruffs, scratches <lora:used_leather_sdxl_v1:1>

Prompt
a used leather monkey, made of worn leather, torn edges, weathered, prominent stitching, scruffs, scratches <lora:used_leather_sdxl_v1:1>

Model Overview

This model card represents a LoRA (Low-Rank Adaptation) model trained on the Used Leather Dataset, sourced from our Used Leather Dataset. The model specializes in generating images of used, worn, and weathered leather textures.

Training Configuration

Dataset: 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 "used leather."
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's development, please reach out through the model'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 them in the Files & versions tab.

https://blib.la/blog/crafting-the-future-blibla-s-ethical-approach-to-ai-model-training

Blib-la
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used_leather_lora_sdxl