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