CyberHarem/beehunter_arknights

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

# Dataset of beehunter/ビーハンター/猎蜂 (Arknights)

This is the dataset of beehunter/ビーハンター/猎蜂 (Arknights), containing 42 images and their tags.

The core tags of this character are `short_hair, animal_ears, white_hair, multicolored_hair, purple_eyes, brown_hair, hair_over_one_eye, streaked_hair, bear_ears, two-tone_hair, 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 | 42 | 57.07 MiB | [Download](https://huggingface.co/datasets/CyberHarem/beehunter_arknights/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 1200 | 42 | 47.79 MiB | [Download](https://huggingface.co/datasets/CyberHarem/beehunter_arknights/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 99 | 92.17 MiB | [Download](https://huggingface.co/datasets/CyberHarem/beehunter_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/beehunter_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 | 24 |  |  |  |  |  | 1girl, long_sleeves, looking_at_viewer, solo, black_jacket, smile, bandages, yellow_thighhighs, hand_wraps, tongue_out, nail_polish, shirt, short_shorts, black_shorts |
| 1 | 9 |  |  |  |  |  | 1girl, solo, long_sleeves, looking_at_viewer, smile, animal_hood, holding, hood_up, honey, hoodie, open_mouth, simple_background, white_background, animal_costume, fang, fruit |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | long_sleeves | looking_at_viewer | solo | black_jacket | smile | bandages | yellow_thighhighs | hand_wraps | tongue_out | nail_polish | shirt | short_shorts | black_shorts | animal_hood | holding | hood_up | honey | hoodie | open_mouth | simple_background | white_background | animal_costume | fang | fruit |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:---------------|:--------------------|:-------|:---------------|:--------|:-----------|:--------------------|:-------------|:-------------|:--------------|:--------|:---------------|:---------------|:--------------|:----------|:----------|:--------|:---------|:-------------|:--------------------|:-------------------|:-----------------|:-------|:--------|
| 0 | 24 |  |  |  |  |  | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | |
| 1 | 9 |  |  |  |  |  | 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：beehunter/ビーハンター/猎蜂 (Arknights)

数据集基本信息

• 名称：beehunter/ビーハンター/猎蜂 (Arknights)
• 包含内容：42张图像及其标签
• 核心标签：short_hair, animal_ears, white_hair, multicolored_hair, purple_eyes, brown_hair, hair_over_one_eye, streaked_hair, bear_ears, two-tone_hair, breasts
• 许可证：MIT
• 任务类别：text-to-image
• 标签：art, not-for-all-audiences
• 大小类别：n<1K

数据集包信息

名称	图像数量	大小	下载链接	类型	描述
raw	42	57.07 MiB	下载	Waifuc-Raw	包含元信息的原始数据（如果较大，最小边对齐到1400）。
1200	42	47.79 MiB	下载	IMG+TXT	短边不超过1200像素的数据集。
stage3-p480-1200	99	92.17 MiB	下载	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素。

数据集加载示例

使用waifuc加载原始数据集的示例代码如下：

python import os import zipfile

from huggingface_hub import hf_hub_download from waifuc.source import LocalSource

下载原始档案文件

zip_file = hf_hub_download( repo_id=CyberHarem/beehunter_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])

标签聚类结果

原始文本版本

#	样本数	图像1	图像2	图像3	图像4	图像5	标签
0	24						1girl, long_sleeves, looking_at_viewer, solo, black_jacket, smile, bandages, yellow_thighhighs, hand_wraps, tongue_out, nail_polish, shirt, short_shorts, black_shorts
1	9						1girl, solo, long_sleeves, looking_at_viewer, smile, animal_hood, holding, hood_up, honey, hoodie, open_mouth, simple_background, white_background, animal_costume, fang, fruit