CyberHarem/rosa_arknights

---
license: mit
task_categories:
- text-to-image
tags:
- art
- not-for-all-audiences
size_categories:
- n<1K
---

# Dataset of rosa/ロサ/早露 (Arknights)

This is the dataset of rosa/ロサ/早露 (Arknights), containing 500 images and their tags.

The core tags of this character are `animal_ears, bear_ears, long_hair, white_hair, blue_eyes, heterochromia, multicolored_hair, streaked_hair, blue_hair, red_eyes, very_long_hair, hat, breasts, hair_between_eyes, blue_headwear, large_breasts`, 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 | 935.11 MiB | [Download](https://huggingface.co/datasets/CyberHarem/rosa_arknights/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 1200 | 500 | 778.20 MiB | [Download](https://huggingface.co/datasets/CyberHarem/rosa_arknights/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 1250 | 1.48 GiB | [Download](https://huggingface.co/datasets/CyberHarem/rosa_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/rosa_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, blue_necktie, hand_up, long_sleeves, looking_at_viewer, red_bow, smile, solo, upper_body, blue_nails, nail_polish, pink_hair, white_jacket, white_shirt, simple_background, closed_mouth, red_hair |
| 1 | 14 |  |  |  |  |  | 1girl, blue_necktie, jacket, looking_at_viewer, simple_background, solo, upper_body, white_background, pink_hair, coat, smile, closed_mouth, buttons, white_shirt, parted_lips |
| 2 | 21 |  |  |  |  |  | 1girl, solo, long_sleeves, looking_at_viewer, black_pantyhose, blue_necktie, coat, cowboy_shot, simple_background, white_background, pink_hair, hand_up, jacket, smile, white_dress, red_bow |
| 3 | 23 |  |  |  |  |  | 1girl, bare_shoulders, detached_collar, official_alternate_costume, red_headwear, solo, white_dress, white_gloves, cleavage, elbow_gloves, looking_at_viewer, off-shoulder_dress, white_collar, strapless_dress, smile, jewelry, upper_body |
| 4 | 5 |  |  |  |  |  | 1girl, looking_at_viewer, pussy, solo, ass, barefoot, bear_girl, bear_tail, completely_nude, feet, nipples, simple_background, soles, uncensored, white_background, anus, blush, cleft_of_venus, from_behind, looking_back, red_hair, sitting, smile, toes, top-down_bottom-up, wavy_hair |
| 5 | 15 |  |  |  |  |  | 1girl, solo, cleavage, looking_at_viewer, navel, stomach, bare_shoulders, smile, blush, collarbone, cowboy_shot, simple_background, closed_mouth, alternate_costume, white_background, grey_hair, wavy_hair, white_bikini |
| 6 | 7 |  |  |  |  |  | 1boy, 1girl, completely_nude, hetero, sex, solo_focus, bear_girl, vaginal, navel, spread_legs, stomach, straddling, girl_on_top, looking_at_viewer, penis, simple_background, uncensored, white_background, blush, cum_in_pussy, inverted_nipples, sweat |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | blue_necktie | hand_up | long_sleeves | looking_at_viewer | red_bow | smile | solo | upper_body | blue_nails | nail_polish | pink_hair | white_jacket | white_shirt | simple_background | closed_mouth | red_hair | jacket | white_background | coat | buttons | parted_lips | black_pantyhose | cowboy_shot | white_dress | bare_shoulders | detached_collar | official_alternate_costume | red_headwear | white_gloves | cleavage | elbow_gloves | off-shoulder_dress | white_collar | strapless_dress | jewelry | pussy | ass | barefoot | bear_girl | bear_tail | completely_nude | feet | nipples | soles | uncensored | anus | blush | cleft_of_venus | from_behind | looking_back | sitting | toes | top-down_bottom-up | wavy_hair | navel | stomach | collarbone | alternate_costume | grey_hair | white_bikini | 1boy | hetero | sex | solo_focus | vaginal | spread_legs | straddling | girl_on_top | penis | cum_in_pussy | inverted_nipples | sweat |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:---------------|:----------|:---------------|:--------------------|:----------|:--------|:-------|:-------------|:-------------|:--------------|:------------|:---------------|:--------------|:--------------------|:---------------|:-----------|:---------|:-------------------|:-------|:----------|:--------------|:------------------|:--------------|:--------------|:-----------------|:------------------|:-----------------------------|:---------------|:---------------|:-----------|:---------------|:---------------------|:---------------|:------------------|:----------|:--------|:------|:-----------|:------------|:------------|:------------------|:-------|:----------|:--------|:-------------|:-------|:--------|:-----------------|:--------------|:---------------|:----------|:-------|:---------------------|:------------|:--------|:----------|:-------------|:--------------------|:------------|:---------------|:-------|:---------|:------|:-------------|:----------|:--------------|:-------------|:--------------|:--------|:---------------|:-------------------|:--------|
| 0 | 8 |  |  |  |  |  | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 1 | 14 |  |  |  |  |  | X | X | | | X | | X | X | X | | | X | | X | X | X | | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 2 | 21 |  |  |  |  |  | X | X | X | X | X | X | X | X | | | | X | | | X | | | X | X | X | | | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 3 | 23 |  |  |  |  |  | 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 | X | X | X | | | | | | | | | | | | | | | | | | |
| 5 | 15 |  |  |  |  |  | X | | | | X | | X | X | | | | | | | X | X | | | X | | | | | X | | X | | | | | X | | | | | | | | | | | | | | | | | X | | | | | | | X | X | X | X | X | X | X | | | | | | | | | | | | |
| 6 | 7 |  |  |  |  |  | X | | | | X | | | | | | | | | | X | | | | 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：rosa/ロサ/早露 (Arknights)

数据集基本信息

• 许可证: MIT
• 任务类别: 文本到图像
• 标签: 艺术, 不适用于所有观众
• 大小类别: 小于1K

数据集内容

• 描述: 包含500张图像及其标签，主要标签包括animal_ears, bear_ears, long_hair, white_hair, blue_eyes, heterochromia, multicolored_hair, streaked_hair, blue_hair, red_eyes, very_long_hair, hat, breasts, hair_between_eyes, blue_headwear, large_breasts。
• 来源: 图像从多个网站爬取，如danbooru, pixiv, zerochan等，使用DeepGHS Team的自动爬虫系统。

数据集包

名称	图像数量	大小	下载链接	类型	描述
raw	500	935.11 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）。
1200	500	778.20 MiB	下载	IMG+TXT	短边不超过1200像素的数据集。
stage3-p480-1200	1250	1.48 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

• 加载工具: 使用waifuc加载原始数据集。

• 加载代码示例: python import os import zipfile

  from huggingface_hub import hf_hub_download from waifuc.source import LocalSource

  下载原始归档文件

  zip_file = hf_hub_download( repo_id=CyberHarem/rosa_arknights, repo_type=dataset, filename=dataset-raw.zip, )

  提取文件到目录

  dataset_dir = dataset_dir os.makedirs(dataset_dir, exist_ok=True) with zipfile.ZipFile(zip_file, r) as zf: zf.extractall(dataset_dir)

  使用waifuc加载数据集

  source = LocalSource(dataset_dir) for item in source: print(item.image, item.meta[filename], item.meta[tags])

数据集集群

• 集群列表: 提供标签聚类结果，可能包含可挖掘的服装信息。
• 集群示例:
  • 集群0: 包含8个样本，主要标签包括1girl, blue_necktie, hand_up, long_sleeves, looking_at_viewer, red_bow, smile, solo, upper_body。
  • 集群1: 包含14个样本，主要标签包括1girl, blue_necktie, jacket, looking_at_viewer, simple_background, solo, upper_body。
  • 集群2: 包含21个样本，主要标签包括1girl, solo, long_sleeves, looking_at_viewer, black_pantyhose, blue_necktie, coat, cowboy_shot, simple_background, white_background, pink_hair, hand_up, jacket, smile, white_dress, red_bow。
  • 集群3: 包含23个样本，主要标签包括1girl, bare_shoulders, detached_collar, official_alternate_costume, red_headwear, solo, white_dress, white_gloves, cleavage, elbow_gloves, looking_at_viewer, off-shoulder_dress, white_collar, strapless_dress, smile, jewelry, upper_body。
  • 集群4: 包含5个样本，主要标签包括1girl, looking_at_viewer, pussy, solo, ass, barefoot, bear_girl, bear_tail, completely_nude, feet, nipples, simple_background, soles, uncensored, white_background, anus, blush, cleft_of_venus, from_behind, looking_back, red_hair, sitting, smile, toes, top-down_bottom-up, wavy_hair。
  • 集群5: 包含15个样本，主要标签包括1girl, solo, cleavage, looking_at_viewer, navel, stomach, bare_shoulders, smile, blush, collarbone, cowboy_shot, simple_background, closed_mouth, alternate_costume, white_background, grey_hair, wavy_hair, white_bikini。
  • 集群6: 包含7个样本，主要标签包括1boy, 1girl, completely_nude, hetero, sex, solo_focus, bear_girl, vaginal, navel, spread_legs, stomach, straddling, girl_on_top, looking_at_viewer, penis, simple_background, uncensored, white_background, blush, cum_in_pussy, inverted_nipples, sweat。