
# 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 46 images and their tags.

The core tags of this character are `short_hair, animal_ears, multicolored_hair, white_hair, brown_hair, purple_eyes, hair_over_one_eye, bear_ears, two-tone_hair, bangs, 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              |       46 | 61.71 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). |
| 800              |       46 | 30.95 MiB | [Download](https://huggingface.co/datasets/CyberHarem/beehunter_arknights/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      110 | 66.43 MiB | [Download](https://huggingface.co/datasets/CyberHarem/beehunter_arknights/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       46 | 52.04 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 |      110 | 98.74 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 |        25 | ![](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, solo, looking_at_viewer, black_jacket, smile, bandages, short_shorts, tongue_out, black_shorts, yellow_thighhighs, bear_girl, simple_background, full_body, black_footwear, nail_polish, boots                    |
|   1 |         8 | ![](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, long_sleeves, looking_at_viewer, solo, smile, white_background, animal_hood, honey, hoodie, open_mouth, simple_background, bear_costume, hood_up, blush, drawstring, holding_food, horse_ears, standing, strawberry, upper_body |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | long_sleeves   | solo   | looking_at_viewer   | black_jacket   | smile   | bandages   | short_shorts   | tongue_out   | black_shorts   | yellow_thighhighs   | bear_girl   | simple_background   | full_body   | black_footwear   | nail_polish   | boots   | white_background   | animal_hood   | honey   | hoodie   | open_mouth   | bear_costume   | hood_up   | blush   | drawstring   | holding_food   | horse_ears   | standing   | strawberry   | upper_body   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:---------------|:-------|:--------------------|:---------------|:--------|:-----------|:---------------|:-------------|:---------------|:--------------------|:------------|:--------------------|:------------|:-----------------|:--------------|:--------|:-------------------|:--------------|:--------|:---------|:-------------|:---------------|:----------|:--------|:-------------|:---------------|:-------------|:-----------|:-------------|:-------------|
|   0 |        25 | ![](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           | X                | X             | X       |                    |               |         |          |              |                |           |         |              |                |              |            |              |              |
|   1 |         8 | ![](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              | X            | X          | X            | X            |


task_categories:text-to-image size_categories:n<1K license:mit art not-for-all-audiences region:us
{"license": "mit", "size_categories": ["n<1K"], "task_categories": ["text-to-image"], "tags": ["art", "not-for-all-audiences"]}
TAGS
#task_categories-text-to-image #size_categories-n<1K #license-mit #art #not-for-all-audiences #region-us 

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 46 images and their tags.


The core tags of this character are 'short\_hair, animal\_ears, multicolored\_hair, white\_hair, brown\_hair, purple\_eyes, hair\_over\_one\_eye, bear\_ears, two-tone\_hair, bangs, 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(huggingface organization).


List of Packages
----------------



### Load Raw Dataset with Waifuc


We provide raw dataset (including tagged images) for waifuc loading. If you need this, just run the following code


List of Clusters
----------------


List of tag clustering result, maybe some outfits can be mined here.


### Raw Text Version



### Table Version




### Load Raw Dataset with Waifuc


We provide raw dataset (including tagged images) for waifuc loading. If you need this, just run the following code


List of Clusters
----------------


List of tag clustering result, maybe some outfits can be mined here. ### Raw Text Version ### Table Version
TAGS
#task_categories-text-to-image #size_categories-n<1K #license-mit #art #not-for-all-audiences #region-us 
 ### Load Raw Dataset with Waifuc


We provide raw dataset (including tagged images) for waifuc loading. If you need this, just run the following code


List of Clusters
----------------


List of tag clustering result, maybe some outfits can be mined here. ### Raw Text Version ### Table Version