CyberHarem/schwarz_arknights

---
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, grey_hair, cat_ears, long_hair, yellow_eyes, breasts, ponytail, large_breasts, tail, hair_between_eyes, 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 | 1019.45 MiB | [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 | 453.06 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 | 1354 | 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 | 834.25 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 | 1354 | 1.63 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 | 8 |  |  |  |  |  | 1girl, black_scarf, black_shorts, cleavage, crop_top, long_sleeves, looking_at_viewer, midriff, navel, open_jacket, short_shorts, solo, stomach, thighs, white_jacket, bare_shoulders, off_shoulder, see-through, medium_breasts, sitting, thigh_strap, feet_out_of_frame, simple_background, arm_up, arrow_(projectile), bare_legs, white_background |
| 1 | 22 |  |  |  |  |  | 1girl, black_shorts, crop_top, long_sleeves, midriff, open_jacket, short_shorts, solo, white_jacket, black_scarf, crossbow, navel, cleavage, holding_weapon, stomach, looking_at_viewer, thighs, thigh_strap, arrow_(projectile), cowboy_shot, standing, bare_shoulders, medium_breasts, off_shoulder, quiver, see-through |
| 2 | 6 |  |  |  |  |  | 1girl, black_scarf, black_shorts, cleavage, crop_top, long_sleeves, looking_at_viewer, midriff, navel, open_jacket, see-through, short_shorts, simple_background, solo, stomach, white_background, white_jacket, cowboy_shot, animal_ear_fluff, hair_over_one_eye, closed_mouth, standing, thighs |
| 3 | 5 |  |  |  |  |  | 1girl, bare_shoulders, black_shorts, black_thighhighs, cleavage, fake_antlers, horns, long_sleeves, looking_at_viewer, off_shoulder, official_alternate_costume, open_jacket, solo, thighs, black_gloves, blush, fingerless_gloves, pink_jacket, red_shirt, short_shorts, sitting, garter_straps, hair_bow, indoors, neck_bell, window, animal_ear_fluff, arm_up, bandeau, black_footwear, black_hair, boots, closed_mouth, dutch_angle, hand_up, red_tank_top, simple_background, smile, tube_top, white_background, white_scarf |
| 4 | 5 |  |  |  |  |  | 1girl, bare_shoulders, black_bra, black_panties, cleavage, looking_at_viewer, navel, solo, stomach, thighs, underwear_only, bare_arms, animal_ear_fluff, collarbone, lingerie, sitting, blush, closed_mouth, cowboy_shot, hair_over_one_eye, lace-trimmed_bra, on_bed, pillow |
| 5 | 5 |  |  |  |  |  | 1girl, bare_shoulders, black_bikini, cleavage, collarbone, looking_at_viewer, navel, outdoors, solo, thighs, black_choker, blue_sky, cloud, day, parted_lips, stomach, thigh_strap, water, arm_up, bare_arms, beach, blush, cowboy_shot, eyewear_on_head, ocean, standing, string_bikini, sunglasses, alternate_costume, armpits, black_hair, halterneck, innertube, off_shoulder, side-tie_bikini_bottom, skindentation, swim_ring, wet |
| 6 | 10 |  |  |  |  |  | 1girl, blush, nipples, 1boy, hetero, mosaic_censoring, navel, penis, sex, solo_focus, vaginal, open_mouth, spread_legs, looking_at_viewer, stomach, thighs, completely_nude, cum_in_pussy, girl_on_top, sweat, collarbone, cowgirl_position |
| 7 | 31 |  |  |  |  |  | 1girl, solo, bare_shoulders, looking_at_viewer, alternate_costume, black_dress, sleeveless_dress, cleavage, bare_arms, black_choker, thigh_strap, closed_mouth, cat_girl, holding, sitting, spaghetti_strap, thighs, drinking_glass, indoors, simple_background |
| 8 | 14 |  |  |  |  |  | alternate_costume, 1girl, bare_shoulders, cat_girl, looking_at_viewer, solo, ass, backless_dress, red_dress, looking_back, single_hair_bun, bare_back, from_behind, sideboob, tail_through_clothes, black_pantyhose, simple_background, closed_mouth, earrings, thighband_pantyhose, black_hair, white_background, animal_ear_fluff, armlet, black_footwear, full_body, high_heels, sitting, strapless_dress |
| 9 | 29 |  |  |  |  |  | long_sleeves, official_alternate_costume, 1girl, solo, black_headwear, looking_at_viewer, white_pants, ears_through_headwear, headset, thigh_strap, black_jacket, tight_pants, cabbie_hat, tight_clothes, cat_girl, simple_background, closed_mouth, thighs, white_background |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | black_scarf | black_shorts | cleavage | crop_top | long_sleeves | looking_at_viewer | midriff | navel | open_jacket | short_shorts | solo | stomach | thighs | white_jacket | bare_shoulders | off_shoulder | see-through | medium_breasts | sitting | thigh_strap | feet_out_of_frame | simple_background | arm_up | arrow_(projectile) | bare_legs | white_background | crossbow | holding_weapon | cowboy_shot | standing | quiver | animal_ear_fluff | hair_over_one_eye | closed_mouth | black_thighhighs | fake_antlers | horns | official_alternate_costume | black_gloves | blush | fingerless_gloves | pink_jacket | red_shirt | garter_straps | hair_bow | indoors | neck_bell | window | bandeau | black_footwear | black_hair | boots | dutch_angle | hand_up | red_tank_top | smile | tube_top | white_scarf | black_bra | black_panties | underwear_only | bare_arms | collarbone | lingerie | lace-trimmed_bra | on_bed | pillow | black_bikini | outdoors | black_choker | blue_sky | cloud | day | parted_lips | water | beach | eyewear_on_head | ocean | string_bikini | sunglasses | alternate_costume | armpits | halterneck | innertube | side-tie_bikini_bottom | skindentation | swim_ring | wet | nipples | 1boy | hetero | mosaic_censoring | penis | sex | solo_focus | vaginal | open_mouth | spread_legs | completely_nude | cum_in_pussy | girl_on_top | sweat | cowgirl_position | black_dress | sleeveless_dress | cat_girl | holding | spaghetti_strap | drinking_glass | ass | backless_dress | red_dress | looking_back | single_hair_bun | bare_back | from_behind | sideboob | tail_through_clothes | black_pantyhose | earrings | thighband_pantyhose | armlet | full_body | high_heels | strapless_dress | black_headwear | white_pants | ears_through_headwear | headset | black_jacket | tight_pants | cabbie_hat | tight_clothes |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------------|:---------------|:-----------|:-----------|:---------------|:--------------------|:----------|:--------|:--------------|:---------------|:-------|:----------|:---------|:---------------|:-----------------|:---------------|:--------------|:-----------------|:----------|:--------------|:--------------------|:--------------------|:---------|:---------------------|:------------|:-------------------|:-----------|:-----------------|:--------------|:-----------|:---------|:-------------------|:--------------------|:---------------|:-------------------|:---------------|:--------|:-----------------------------|:---------------|:--------|:--------------------|:--------------|:------------|:----------------|:-----------|:----------|:------------|:---------|:----------|:-----------------|:-------------|:--------|:--------------|:----------|:---------------|:--------|:-----------|:--------------|:------------|:----------------|:-----------------|:------------|:-------------|:-----------|:-------------------|:---------|:---------|:---------------|:-----------|:---------------|:-----------|:--------|:------|:--------------|:--------|:--------|:------------------|:--------|:----------------|:-------------|:--------------------|:----------|:-------------|:------------|:-------------------------|:----------------|:------------|:------|:----------|:-------|:---------|:-------------------|:--------|:------|:-------------|:----------|:-------------|:--------------|:------------------|:---------------|:--------------|:--------|:-------------------|:--------------|:-------------------|:-----------|:----------|:------------------|:-----------------|:------|:-----------------|:------------|:---------------|:------------------|:------------|:--------------|:-----------|:-----------------------|:------------------|:-----------|:----------------------|:---------|:------------|:-------------|:------------------|:-----------------|:--------------|:------------------------|:----------|:---------------|:--------------|:-------------|:----------------|
| 0 | 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 | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 1 | 22 |  |  |  |  |  | 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 | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 2 | 6 |  |  |  |  |  | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | X | | | | | X | | | | X | | | X | X | | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 3 | 5 |  |  |  |  |  | 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 | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 4 | 5 |  |  |  |  |  | X | | | X | | | X | | X | | | X | X | X | | X | | | | X | | | | | | | | | | X | | | X | X | X | | | | | | X | | | | | | | | | | | | | | | | | | | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 5 | 5 |  |  |  |  |  | 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 | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 6 | 10 |  |  |  |  |  | X | | | | | | X | | X | | | | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | X | | | | | | | | | | | | | | | | | | | | | | | X | | | | | | | | | | | | | | | | | | | | | | | | | | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 7 | 31 |  |  |  |  |  | X | | | X | | | X | | | | | X | | X | | X | | | | X | X | | X | | | | | | | | | | | | X | | | | | | | | | | | | X | | | | | | | | | | | | | | | | X | | | | | | | | X | | | | | | | | | | | X | | | | | | | | | | | | | | | | | | | | | | | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | |
| 8 | 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 | | | | | | | | |
| 9 | 29 |  |  |  |  |  | X | | | | | X | X | | | | | X | | X | | | | | | | X | | X | | | | X | | | | | | | | X | | | | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | X | | | | | | | | | | | | | | | | | | | | X | X | X | X | X | X | X | X |

原始信息汇总

数据集概述：schwarz/シュヴァルツ/黑 (Arknights)

数据集基本信息

• 名称: schwarz/シュヴァルツ/黑 (Arknights)
• 包含内容: 500张图像及其标签
• 核心标签: animal_ears, grey_hair, cat_ears, long_hair, yellow_eyes, breasts, ponytail, large_breasts, tail, hair_between_eyes, cat_tail, very_long_hair
• 许可证: MIT
• 任务类别: text-to-image
• 标签: art, not-for-all-audiences
• 大小类别: n<1K

数据集内容详细描述

• 图像来源: 从多个网站爬取，如danbooru, pixiv, zerochan等
• 爬虫系统: 由DeepGHS Team开发

数据集包列表

名称	图像数量	大小	下载链接	类型	描述
raw	500	1019.45 MiB	下载	Waifuc-Raw	包含元信息的原始数据，最小边对齐至1400像素（如果更大）
800	500	453.06 MiB	下载	IMG+TXT	短边不超过800像素的数据集
stage3-p480-800	1354	1.03 GiB	下载	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素
1200	500	834.25 MiB	下载	IMG+TXT	短边不超过1200像素的数据集
stage3-p480-1200	1354	1.63 GiB	下载	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素

数据集加载说明

• 加载工具: 使用waifuc进行加载
• 加载代码示例: 提供了一段Python代码，用于下载和解压数据集，并通过waifuc加载数据。

数据集标签聚类列表

• 聚类结果: 提供了多个聚类结果，每个聚类包含多个样本及其详细标签，有助于进一步的数据分析和处理。

以上信息为您提供了关于schwarz/シュヴァルツ/黑 (Arknights)数据集的全面概述，包括数据集的内容、结构、下载方式以及如何加载和使用数据集。