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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, long_hair, cat_ears, grey_hair, yellow_eyes, breasts, bangs, ponytail, large_breasts, hair_between_eyes, tail, cat_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 | 1.00 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 | 451.89 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 | 1353 | 1.03 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 | 836.53 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 | 1353 | 1.64 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
List of tag clustering result, maybe some outfits can be mined here.
### Raw Text Version
| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | Tags |
|----:|----------:|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 0 | 32 |  |  |  |  |  | 1girl, official_alternate_costume, long_sleeves, solo, looking_at_viewer, black_headwear, white_pants, black_jacket, ears_through_headwear, thigh_strap, headset, tight_pants, cat_girl, cabbie_hat, simple_background, closed_mouth, sitting, white_background |
| 1 | 6 |  |  |  |  |  | 1girl, black_scarf, cleavage, looking_at_viewer, simple_background, solo, upper_body, white_background, white_jacket, open_jacket, hair_over_one_eye, closed_mouth, medium_breasts |
| 2 | 5 |  |  |  |  |  | 1girl, black_scarf, cleavage, crop_top, grey_background, hand_up, looking_at_viewer, midriff, navel, open_jacket, solo, stomach, upper_body, long_sleeves, medium_breasts, simple_background, white_jacket, closed_mouth, hair_over_one_eye, white_background, animal_ear_fluff, eyes_visible_through_hair, see-through |
| 3 | 21 |  |  |  |  |  | 1girl, black_scarf, black_shorts, crop_top, long_sleeves, midriff, navel, open_jacket, short_shorts, solo, stomach, white_jacket, cleavage, looking_at_viewer, see-through, simple_background, thighs, white_background, animal_ear_fluff, cowboy_shot, hair_over_one_eye, off_shoulder, sitting |
| 4 | 18 |  |  |  |  |  | 1girl, black_shorts, crop_top, long_sleeves, midriff, navel, open_jacket, short_shorts, solo, white_jacket, black_scarf, holding_weapon, looking_at_viewer, stomach, cleavage, crossbow, thighs, medium_breasts, see-through, cowboy_shot, bare_shoulders, off_shoulder |
| 5 | 8 |  |  |  |  |  | 1girl, black_scarf, black_shorts, cleavage, crop_top, looking_at_viewer, midriff, navel, short_shorts, stomach, thighs, white_background, cowboy_shot, simple_background, solo, bare_shoulders, sleeveless, standing, thigh_strap, arm_up, armpits, hand_up, bare_arms, blush, crossbow, hair_over_one_eye, holding_weapon |
| 6 | 5 |  |  |  |  |  | 1girl, bare_shoulders, black_bra, black_panties, cleavage, looking_at_viewer, navel, solo, stomach, underwear_only, bare_arms, thighs, blush, cowboy_shot, lingerie, armpits, arms_up, black_hair, cat_girl, collarbone, sitting |
| 7 | 20 |  |  |  |  |  | 1girl, bare_shoulders, official_alternate_costume, solo, bell, fake_antlers, looking_at_viewer, bandeau, off_shoulder, tube_top, black_thighhighs, black_shorts, short_shorts, hair_bow, long_sleeves, open_jacket, animal_ear_fluff, black_gloves, fingerless_gloves, red_shirt, simple_background, thighs, white_scarf, blush, cleavage, sitting, pink_jacket, white_background |
| 8 | 17 |  |  |  |  |  | 1girl, nipples, navel, blush, looking_at_viewer, mosaic_censoring, stomach, 1boy, hetero, penis, sweat, animal_ear_fluff, open_mouth, sex, solo_focus, vaginal, spread_legs, thighs, completely_nude, collarbone, cum_in_pussy |
| 9 | 10 |  |  |  |  |  | 1girl, black_bikini, looking_at_viewer, solo, thighs, bare_shoulders, eyewear_on_head, sunglasses, thigh_strap, black_choker, cleavage, cloud, navel, outdoors, blue_sky, blush, cowboy_shot, day, ocean, parted_lips, sitting, stomach, arm_up, beach, collarbone, jacket, see-through, side-tie_bikini_bottom, tinted_eyewear, wet |
| 10 | 30 |  |  |  |  |  | 1girl, solo, bare_shoulders, black_dress, looking_at_viewer, sleeveless_dress, alternate_costume, cleavage, black_choker, bare_arms, thigh_strap, holding, drinking_glass, spaghetti_strap, sitting, simple_background |
| 11 | 14 |  |  |  |  |  | bare_shoulders, 1girl, alternate_costume, looking_at_viewer, solo, cat_girl, red_dress, black_pantyhose, ass, backless_dress, extra_ears, sideboob, single_hair_bun, tail_through_clothes, animal_ear_fluff, closed_mouth, earrings, simple_background, thighband_pantyhose, looking_back, sidelocks, white_background, black_hair, from_behind, bare_back, black_footwear, black_gloves, clothing_cutout, high_heels, sitting, strapless |
| 12 | 5 |  |  |  |  |  | 1girl, black_dress, looking_at_viewer, maid_headdress, solo, enmaided, simple_background, white_apron, white_background, cowboy_shot, cleavage, frilled_apron, frilled_dress, maid_apron, puffy_short_sleeves, standing, thigh_strap, thighhighs, waist_apron |
### Table Version
| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | official_alternate_costume | long_sleeves | solo | looking_at_viewer | black_headwear | white_pants | black_jacket | ears_through_headwear | thigh_strap | headset | tight_pants | cat_girl | cabbie_hat | simple_background | closed_mouth | sitting | white_background | black_scarf | cleavage | upper_body | white_jacket | open_jacket | hair_over_one_eye | medium_breasts | crop_top | grey_background | hand_up | midriff | navel | stomach | animal_ear_fluff | eyes_visible_through_hair | see-through | black_shorts | short_shorts | thighs | cowboy_shot | off_shoulder | holding_weapon | crossbow | bare_shoulders | sleeveless | standing | arm_up | armpits | bare_arms | blush | black_bra | black_panties | underwear_only | lingerie | arms_up | black_hair | collarbone | bell | fake_antlers | bandeau | tube_top | black_thighhighs | hair_bow | black_gloves | fingerless_gloves | red_shirt | white_scarf | pink_jacket | nipples | mosaic_censoring | 1boy | hetero | penis | sweat | open_mouth | sex | solo_focus | vaginal | spread_legs | completely_nude | cum_in_pussy | black_bikini | eyewear_on_head | sunglasses | black_choker | cloud | outdoors | blue_sky | day | ocean | parted_lips | beach | jacket | side-tie_bikini_bottom | tinted_eyewear | wet | black_dress | sleeveless_dress | alternate_costume | holding | drinking_glass | spaghetti_strap | red_dress | black_pantyhose | ass | backless_dress | extra_ears | sideboob | single_hair_bun | tail_through_clothes | earrings | thighband_pantyhose | looking_back | sidelocks | from_behind | bare_back | black_footwear | clothing_cutout | high_heels | strapless | maid_headdress | enmaided | white_apron | frilled_apron | frilled_dress | maid_apron | puffy_short_sleeves | thighhighs | waist_apron |
|----:|----------:|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:--------|:-----------------------------|:---------------|:-------|:--------------------|:-----------------|:--------------|:---------------|:------------------------|:--------------|:----------|:--------------|:-----------|:-------------|:--------------------|:---------------|:----------|:-------------------|:--------------|:-----------|:-------------|:---------------|:--------------|:--------------------|:-----------------|:-----------|:------------------|:----------|:----------|:--------|:----------|:-------------------|:----------------------------|:--------------|:---------------|:---------------|:---------|:--------------|:---------------|:-----------------|:-----------|:-----------------|:-------------|:-----------|:---------|:----------|:------------|:--------|:------------|:----------------|:-----------------|:-----------|:----------|:-------------|:-------------|:-------|:---------------|:----------|:-----------|:-------------------|:-----------|:---------------|:--------------------|:------------|:--------------|:--------------|:----------|:-------------------|:-------|:---------|:--------|:--------|:-------------|:------|:-------------|:----------|:--------------|:------------------|:---------------|:---------------|:------------------|:-------------|:---------------|:--------|:-----------|:-----------|:------|:--------|:--------------|:--------|:---------|:-------------------------|:-----------------|:------|:--------------|:-------------------|:--------------------|:----------|:-----------------|:------------------|:------------|:------------------|:------|:-----------------|:-------------|:-----------|:------------------|:-----------------------|:-----------|:----------------------|:---------------|:------------|:--------------|:------------|:-----------------|:------------------|:-------------|:------------|:-----------------|:-----------|:--------------|:----------------|:----------------|:-------------|:----------------------|:-------------|:--------------|
| 0 | 32 |  |  |  |  |  | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 1 | 6 |  |  |  |  |  | X | | | X | X | | | | | | | | | | X | X | | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 2 | 5 |  |  |  |  |  | X | | X | X | X | | | | | | | | | | X | X | | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 3 | 21 |  |  |  |  |  | X | | X | X | X | | | | | | | | | | X | | X | X | X | X | | X | X | X | | X | | | X | X | X | X | | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 4 | 18 |  |  |  |  |  | X | | X | X | X | | | | | | | | | | | | | | X | X | | X | X | | X | X | | | X | X | X | | | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 5 | 8 |  |  |  |  |  | X | | | X | X | | | | | X | | | | | X | | | X | X | X | | | | X | | X | | X | X | X | X | | | | X | X | X | X | | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 6 | 5 |  |  |  |  |  | X | | | X | X | | | | | | | | X | | | | X | | | X | | | | | | | | | | X | X | | | | | | X | X | | | | X | | | | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 7 | 20 |  |  |  |  |  | X | X | X | X | X | | | | | | | | | | X | | X | X | | X | | | X | | | | | | | | | X | | | X | X | X | | X | | | X | | | | | | X | | | | | | | | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 8 | 17 |  |  |  |  |  | X | | | | X | | | | | | | | | | | | | | | | | | | | | | | | | X | X | X | | | | | X | | | | | | | | | | | X | | | | | | | X | | | | | | | | | | | | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 9 | 10 |  |  |  |  |  | X | | | X | X | | | | | X | | | | | | | X | | | X | | | | | | | | | | X | X | | | X | | | X | X | | | | X | | | X | | | X | | | | | | | X | | | | | | | | | | | | | | | | | | | | | | | | | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 10 | 30 |  |  |  |  |  | X | | | X | X | | | | | X | | | | | X | | X | | | X | | | | | | | | | | | | | | | | | | | | | | X | | | | | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | X | | | | | | | | | | | | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 11 | 14 |  |  |  |  |  | X | | | X | X | | | | | | | | X | | X | X | X | X | | | | | | | | | | | | | | X | | | | | | | | | | X | | | | | | | | | | | | X | | | | | | | | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | X | | | | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | |
| 12 | 5 |  |  |  |  |  | X | | | X | X | | | | | X | | | | | X | | | X | | X | | | | | | | | | | | | | | | | | | X | | | | | | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | X | | | | | | | | | | | | | | | | | | | | | | | | X | X | X | X | X | X | X | X | X |
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