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---
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 | ![](samples/0/clu0-sample0.png) | ![](samples/0/clu0-sample1.png) | ![](samples/0/clu0-sample2.png) | ![](samples/0/clu0-sample3.png) | ![](samples/0/clu0-sample4.png) | 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 | ![](samples/1/clu1-sample0.png) | ![](samples/1/clu1-sample1.png) | ![](samples/1/clu1-sample2.png) | ![](samples/1/clu1-sample3.png) | ![](samples/1/clu1-sample4.png) | 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 | ![](samples/0/clu0-sample0.png) | ![](samples/0/clu0-sample1.png) | ![](samples/0/clu0-sample2.png) | ![](samples/0/clu0-sample3.png) | ![](samples/0/clu0-sample4.png) | X       | X              | X                   | X      | X              | X       | X          | X                   | X            | X            | X             | X       | X              | X              |               |           |           |         |          |              |                     |                    |                  |        |         |
|   1 |         9 | ![](samples/1/clu1-sample0.png) | ![](samples/1/clu1-sample1.png) | ![](samples/1/clu1-sample2.png) | ![](samples/1/clu1-sample3.png) | ![](samples/1/clu1-sample4.png) | X       | X              | X                   | X      |                | X       |            |                     |              |              |               |         |                |                | X             | X         | X         | X       | X        | X            | X                   | X                  | X                | X      | X       |