# Thomas Rowlandson

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## Model description 

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[![Discord](https:&#x2F;&#x2F;img.shields.io&#x2F;discord&#x2F;1091306623819059300?color&#x3D;7289da&amp;label&#x3D;Discord&amp;logo&#x3D;discord&amp;logoColor&#x3D;fff&amp;style&#x3D;for-the-badge)](https:&#x2F;&#x2F;discord.com&#x2F;invite&#x2F;m3TBB9XEkb)

## Model Overview

This model card introduces the Rowlandson Visions LoRA (Low-Rank Adaptation) model, trained on the Thomas Rowlandson Hand-Colored Etchings Collection. Accessible from our [Thomas Rowlandson Collection](https:&#x2F;&#x2F;huggingface.co&#x2F;datasets&#x2F;Blib-la&#x2F;thomas_rowlandson_dataset), this model is tailored to recognize, analyze, and generate imagery inspired by Thomas Rowlandson&#39;s distinctive hand-colored etchings. These artworks, originating from the late 18th to early 19th century, offer a satirical and picturesque view of British life, society, and landscapes. The Rowlandson Visions LoRA model captures the essence of Rowlandson&#39;s artistry, enabling the generation of images that reflect his unique style and thematic focus.

## Training Configuration

- **Dataset**: [Thomas Rowlandson Collection](https:&#x2F;&#x2F;huggingface.co&#x2F;datasets&#x2F;Blib-la&#x2F;thomas_rowlandson_dataset)
- **Epochs**: 20
- **Number of Images**: 80
- **Repeats per Image**: 10 (Employing each image multiple times during training to deepen model understanding)
- **Optimizer**: DAdaptAdam (Chosen for its adaptability and performance with LoRA models)
- **Precision**: bf16 (For a balanced approach to computational efficiency and memory management)
- **Main Trigger**: Activation by the phrase &quot;hand painted etching by thomas rowlandson&quot; to generate images reflecting Rowlandson&#39;s style.
- **Xformers**: Utilized to improve transformer model operations
- **Captioning Method**: Employing GPT-Vision with captions designed for token shuffling to maximize learning outcomes
- **Base Model**: Built on the foundation of Stable Diffusion XL 1.0, known for its intricate and nuanced image generation

## Model Usage

The Rowlandson Visions LoRA model excels in producing images that mimic Thomas Rowlandson&#39;s renowned hand-colored etchings. It serves as a powerful tool for exploring historical art styles, educational purposes, and artistic inspiration, offering insights into British culture and humor of the era.

## Performance and Limitations

- **Performance**: Demonstrates a robust capability to generate art that aligns with Rowlandson&#39;s hand-colored etchings, capturing the humor and critique of British society.
- **Limitations**: Given the dataset&#39;s focus on Rowlandson&#39;s work, the model might not fully encompass the broader spectrum of 18th and 19th-century art styles.

## Ethical Considerations

- **Intended Use**: Crafted for scholarly, educational, and non-commercial creative endeavors, aiming to foster appreciation and understanding of historical art.
- **Bias and Fairness**: Reflects biases inherent in Rowlandson&#39;s subjects and perspectives, indicative of his time&#39;s societal attitudes.

## Licensing

- **Model License**: Provided for non-commercial use under the Creative Commons Attribution-NonCommercial 4.0 Generic (CC BY-NC 4.0) license.
- **Dataset License**: The Thomas Rowlandson Collection is licensed under CC BY-NC 2.0.

## Contributions and Feedback

We welcome and value your contributions to improve the model and feedback regarding its performance. For further engagement, visit the model&#39;s Hugging Face page to share your insights or contribute.


## Trigger words

You should use `hand painted etching by thomas rowlandson` to trigger the image generation.


## Download model

Weights for this model are available in Safetensors format.

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

{"license": "cc-by-nc-nd-4.0", "tags": ["text-to-image", "stable-diffusion", "lora", "diffusers", "template:sd-lora"], "widget": [{"text": "a lizard riding a bicycle in space,  hand colored etching, by thomas rowlandson <lora:thomas_rowlandson_sdxl_v1-000020:1.0>", "output": {"url": "images/00238-2223492874.png"}}, {"text": "a cyborg robot sitting on the couch watching television while eating a cake,  hand colored etching, by thomas rowlandson <lora:thomas_rowlandson_sdxl_v1-000020:1.0>", "output": {"url": "images/00260-1848573368.png"}}, {"text": "a kangaroo riding jet-skis on the lake,  hand colored etching, by thomas rowlandson <lora:thomas_rowlandson_sdxl_v1-000020:1.0>", "output": {"url": "images/00269-3351763931.png"}}, {"text": "a frog sitting in a chair watching television and eating a soup,  hand colored etching, by thomas rowlandson <lora:thomas_rowlandson_sdxl_v1-000020:1.0>", "output": {"url": "images/00275-3938854558.png"}}, {"text": "a chameleon wearing a superhero costume, hand colored etching, by thomas rowlandson <lora:thomas_rowlandson_sdxl_v1-000020:1.0>", "output": {"url": "images/00215-900192190.png"}}, {"text": "a monkey selling bananas in the jungle,  hand colored etching, by thomas rowlandson <lora:thomas_rowlandson_sdxl_v1-000020:1.0>", "output": {"url": "images/00265-347247939.png"}}], "base_model": "stabilityai/stable-diffusion-xl-base-1.0", "instance_prompt": "hand painted etching by thomas rowlandson"}
diffusers text-to-image stable-diffusion lora template:sd-lora base_model:stabilityai/stable-diffusion-xl-base-1.0 license:cc-by-nc-nd-4.0 has_space region:us