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---
license: mit
task_categories:
- text-to-image
tags:
- art
- not-for-all-audiences
size_categories:
- n<1K
---
# Dataset of schwarz/シュヴァルツ/黑 (Arknights)
This is the dataset of schwarz/シュヴァルツ/黑 (Arknights), containing 500 images and their tags.
The core tags of this character are `animal_ears, cat_ears, long_hair, grey_hair, yellow_eyes, breasts, bangs, ponytail, large_breasts, hair_between_eyes, cat_tail, tail, very_long_hair`, which are pruned in this dataset.
Images are crawled from many sites (e.g. danbooru, pixiv, zerochan ...), the auto-crawling system is powered by [DeepGHS Team](https://github.com/deepghs)([huggingface organization](https://huggingface.co/deepghs)).
## List of Packages
| Name | Images | Size | Download | Type | Description |
|:-----------------|---------:|:-----------|:-------------------------------------------------------------------------------------------------------------------|:-----------|:---------------------------------------------------------------------|
| raw | 500 | 1.02 GiB | [Download](https://huggingface.co/datasets/CyberHarem/schwarz_arknights/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 500 | 452.90 MiB | [Download](https://huggingface.co/datasets/CyberHarem/schwarz_arknights/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 1375 | 1.05 GiB | [Download](https://huggingface.co/datasets/CyberHarem/schwarz_arknights/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 500 | 849.72 MiB | [Download](https://huggingface.co/datasets/CyberHarem/schwarz_arknights/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 1375 | 1.67 GiB | [Download](https://huggingface.co/datasets/CyberHarem/schwarz_arknights/resolve/main/dataset-stage3-p480-1200.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
### Load Raw Dataset with Waifuc
We provide raw dataset (including tagged images) for [waifuc](https://deepghs.github.io/waifuc/main/tutorials/installation/index.html) loading. If you need this, just run the following code
```python
import os
import zipfile
from huggingface_hub import hf_hub_download
from waifuc.source import LocalSource
# download raw archive file
zip_file = hf_hub_download(
repo_id='CyberHarem/schwarz_arknights',
repo_type='dataset',
filename='dataset-raw.zip',
)
# extract files to your directory
dataset_dir = 'dataset_dir'
os.makedirs(dataset_dir, exist_ok=True)
with zipfile.ZipFile(zip_file, 'r') as zf:
zf.extractall(dataset_dir)
# load the dataset with waifuc
source = LocalSource(dataset_dir)
for item in source:
print(item.image, item.meta['filename'], item.meta['tags'])
```
## List of Clusters
### Raw Text Version
| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | Tags |
|----:|----------:|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:---------------------------------------------------------------------------------------------------|
| 0 | 12 |  |  |  |  |  | animal_ear_fluff, medium_breasts |
| 1 | 13 |  |  |  |  |  | hair_over_one_eye, medium_breasts |
| 2 | 10 |  |  |  |  |  | animal_ear_fluff, hair_over_one_eye |
| 3 | 5 |  |  |  |  |  | animal_ear_fluff, eyes_visible_through_hair, hair_over_one_eye |
| 4 | 5 |  |  |  |  |  | cat_girl |
| 5 | 46 |  |  |  |  |  | medium_breasts |
| 6 | 19 |  |  |  |  |  | hair_over_one_eye |
| 7 | 5 |  |  |  |  |  | black_hair, cat_girl |
| 8 | 5 |  |  |  |  |  | drinking_glass |
| 9 | 9 |  |  |  |  |  | bow, hair_bow, animal_ear_fluff |
| 10 | 11 |  |  |  |  |  | black_headwear, cat_girl, ears_through_headwear, hat, cabbie_hat |
| 11 | 6 |  |  |  |  |  | eyewear_on_head, sunglasses, tinted_eyewear |
| 12 | 7 |  |  |  |  |  | cat_girl, sunglasses, visor_cap, eyewear_on_head, black_headwear, hat |
| 13 | 13 |  |  |  |  |  | hair_bun, single_hair_bun, black_hair, cat_girl, earrings, extra_ears, sidelocks, animal_ear_fluff |
### Table Version
| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | animal_ear_fluff | medium_breasts | hair_over_one_eye | eyes_visible_through_hair | cat_girl | black_hair | drinking_glass | bow | hair_bow | black_headwear | ears_through_headwear | hat | cabbie_hat | eyewear_on_head | sunglasses | tinted_eyewear | visor_cap | hair_bun | single_hair_bun | earrings | extra_ears | sidelocks |
|----:|----------:|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:-------------------|:-----------------|:--------------------|:----------------------------|:-----------|:-------------|:-----------------|:------|:-----------|:-----------------|:------------------------|:------|:-------------|:------------------|:-------------|:-----------------|:------------|:-----------|:------------------|:-----------|:-------------|:------------|
| 0 | 12 |  |  |  |  |  | X | X | | | | | | | | | | | | | | | | | | | | |
| 1 | 13 |  |  |  |  |  | | X | X | | | | | | | | | | | | | | | | | | | |
| 2 | 10 |  |  |  |  |  | X | | X | | | | | | | | | | | | | | | | | | | |
| 3 | 5 |  |  |  |  |  | X | | X | X | | | | | | | | | | | | | | | | | | |
| 4 | 5 |  |  |  |  |  | | | | | X | | | | | | | | | | | | | | | | | |
| 5 | 46 |  |  |  |  |  | | X | | | | | | | | | | | | | | | | | | | | |
| 6 | 19 |  |  |  |  |  | | | X | | | | | | | | | | | | | | | | | | | |
| 7 | 5 |  |  |  |  |  | | | | | X | X | | | | | | | | | | | | | | | | |
| 8 | 5 |  |  |  |  |  | | | | | | | X | | | | | | | | | | | | | | | |
| 9 | 9 |  |  |  |  |  | X | | | | | | | X | X | | | | | | | | | | | | | |
| 10 | 11 |  |  |  |  |  | | | | | X | | | | | X | X | X | X | | | | | | | | | |
| 11 | 6 |  |  |  |  |  | | | | | | | | | | | | | | X | X | X | | | | | | |
| 12 | 7 |  |  |  |  |  | | | | | X | | | | | X | | X | | X | X | | X | | | | | |
| 13 | 13 |  |  |  |  |  | X | | | | X | X | | | | | | | | | | | | X | X | X | X | X |
|