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license: apache-2.0
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# Anime AI Art Detect
A BEiT classifier to see if anime art was made by an AI or a human.

### Disclaimer
Like most AI models, this classifier is not 100% accurate. Please do not take the results of this model as fact.

The best version had a 96% accuracy distinguishing aibooru and the images from the imageboard sites. However, the success you have with this model will vary based off of the dataset.

Here are some biases I have noticed from my testing:

 - Images on aibooru, the site where the AI images were taken from, were high quality AI generations. Low quality AI generations have a higher chance of being misclassified
 - Textual inversions and hypernetworks increase the chance of misclassification

### Training
This model was trained from microsoft/beit-base-patch16-224 for one epoch on 11 thousand images from imageboard sites, and 11 thousand images from aibooru.

You can view the wandb run [here](https://wandb.ai/saltacc/huggingface/runs/2mp30x7j?workspace=user-saltacc).


### Use Case
I don't intend for this model to be more accurate than humans for detecting AI art.
I think the best use cases for this model would be for cases where misclassification isn't a big deal, such as
removing AI art from a training dataset.