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--- |
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task_categories: |
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- image-classification |
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- text-to-image |
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- unconditional-image-generation |
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pretty_name: Danbooru SFW 512 Filtered and Cropped Dataset |
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size_categories: |
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- 1M<n<10M |
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--- |
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# Danbooru SFW 512 Filtered and Cropped |
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A version of Danbooru SFW which has been automatically filtered and cropped to 128x128 so that the resulting images focus almost entirely on characters. |
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First filtering was applied to remove non-character focused images, then cropping was applied to remove horizontal/vertical bars and further focus on the |
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central character(s) of each image. Both steps were performed automatically by two different vision models trained on manually labelled subsets of the original dataset. |
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This technique provided satisfactory results, however there is much room for improvement. |
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## Dataset Preprocessing |
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- [db-sfw-512px-character-filter](https://huggingface.co/datasets/hayden-donnelly/db-sfw-512px-character-filter) was used to train the character filter model. |
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- [db-sfw-512px-character-crops](https://huggingface.co/datasets/hayden-donnelly/db-sfw-512px-character-crops) was used to train the crop model. |
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## Original Dataset Citation |
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```bibtex |
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@misc{danbooru2021, |
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author={Anonymous and Danbooru community and Gwern Branwen}, |
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title={Danbooru2021: A Large-Scale Crowdsourced and Tagged Anime Illustration Dataset}, |
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howpublished={\url{https://gwern.net/danbooru2021}}, |
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url={https://gwern.net/danbooru2021}, |
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type={dataset}, |
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year={2022}, |
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month={January}, |
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timestamp={2022-01-21}, |
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note={Accessed: 2023-12-06} |
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} |
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``` |
