CyberHarem/gum_arknights

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

# Dataset of gum/グム/古米 (Arknights)

This is the dataset of gum/グム/古米 (Arknights), containing 391 images and their tags.

The core tags of this character are `animal_ears, bear_ears, blonde_hair, short_hair, hair_ornament, hairclip, candy_hair_ornament, food-themed_hair_ornament, orange_eyes, red_eyes`, 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 | 391 | 543.05 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gum_arknights/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 1200 | 391 | 470.60 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gum_arknights/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 925 | 933.89 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gum_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/gum_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 | 17 |  |  |  |  |  | 1girl, hat, official_alternate_costume, sailor_collar, white_dress, bare_shoulders, see-through, sleeveless_dress, solo, looking_at_viewer, sailor_dress, blue_headwear, open_mouth, black_bikini, cowboy_shot, holding_food, ice_cream_cone, one_eye_closed, holding_frying_pan, :d, bare_arms, bikini_under_clothes, simple_background, standing, twintails, blush, outdoors, small_breasts, tongue_out |
| 1 | 9 |  |  |  |  |  | 1girl, hat, holding_food, ice_cream_cone, looking_at_viewer, official_alternate_costume, sailor_collar, solo, sleeveless_dress, upper_body, bare_shoulders, sailor_dress, white_dress, open_mouth, :d, bear_girl, hair_bow, holding_ice_cream, twintails |
| 2 | 12 |  |  |  |  |  | 1girl, black_jacket, long_sleeves, open_jacket, red_pantyhose, smile, solo, tongue_out, holding_frying_pan, looking_at_viewer, orange_pantyhose, sailor_dress, white_sailor_collar, black_dress, black_footwear, shoes, white_neckerchief, ;q, one_eye_closed, simple_background, full_body, white_background, standing_on_one_leg |
| 3 | 8 |  |  |  |  |  | 1girl, long_sleeves, looking_at_viewer, open_jacket, red_pantyhose, sailor_dress, solo, white_neckerchief, white_sailor_collar, black_jacket, blue_dress, simple_background, brown_jacket, open_mouth, orange_pantyhose, white_background, black_footwear, full_body, shoes, twintails, :d, black_dress, hand_up |
| 4 | 6 |  |  |  |  |  | 1girl, long_sleeves, looking_at_viewer, one_eye_closed, smile, solo, tongue_out, upper_body, white_neckerchief, white_sailor_collar, ;q, black_jacket, open_jacket, white_background, food, holding_frying_pan, sailor_dress, shirt, brown_jacket, school_uniform, simple_background |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | hat | official_alternate_costume | sailor_collar | white_dress | bare_shoulders | see-through | sleeveless_dress | solo | looking_at_viewer | sailor_dress | blue_headwear | open_mouth | black_bikini | cowboy_shot | holding_food | ice_cream_cone | one_eye_closed | holding_frying_pan | :d | bare_arms | bikini_under_clothes | simple_background | standing | twintails | blush | outdoors | small_breasts | tongue_out | upper_body | bear_girl | hair_bow | holding_ice_cream | black_jacket | long_sleeves | open_jacket | red_pantyhose | smile | orange_pantyhose | white_sailor_collar | black_dress | black_footwear | shoes | white_neckerchief | ;q | full_body | white_background | standing_on_one_leg | blue_dress | brown_jacket | hand_up | food | shirt | school_uniform |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:------|:-----------------------------|:----------------|:--------------|:-----------------|:--------------|:-------------------|:-------|:--------------------|:---------------|:----------------|:-------------|:---------------|:--------------|:---------------|:-----------------|:-----------------|:---------------------|:-----|:------------|:-----------------------|:--------------------|:-----------|:------------|:--------|:-----------|:----------------|:-------------|:-------------|:------------|:-----------|:--------------------|:---------------|:---------------|:--------------|:----------------|:--------|:-------------------|:----------------------|:--------------|:-----------------|:--------|:--------------------|:-----|:------------|:-------------------|:----------------------|:-------------|:---------------|:----------|:-------|:--------|:-----------------|
| 0 | 17 |  |  |  |  |  | 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 | | | | | | | | | | | | | | | | | | | | | | | | | |
| 1 | 9 |  |  |  |  |  | X | X | X | X | X | X | | X | X | X | X | | X | | | X | X | | | X | | | | | X | | | | | X | X | X | X | | | | | | | | | | | | | | | | | | | | | |
| 2 | 12 |  |  |  |  |  | X | | | | | | | | X | X | X | | | | | | | X | X | | | | X | | | | | | X | | | | | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | |
| 3 | 8 |  |  |  |  |  | X | | | | | | | | X | X | X | | X | | | | | | | X | | | X | | X | | | | | | | | | X | X | X | X | | X | X | X | X | X | X | | X | X | | X | X | X | | | |
| 4 | 6 |  |  |  |  |  | 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

数据集名称

• 名称: Dataset of gum/グム/古米 (Arknights)

数据集内容

• 包含: 391张图像及其标签
• 核心标签: animal_ears, bear_ears, blonde_hair, short_hair, hair_ornament, hairclip, candy_hair_ornament, food-themed_hair_ornament, orange_eyes, red_eyes

数据集来源

• 来源: 从多个网站（如danbooru, pixiv, zerochan等）爬取
• 爬取系统: 由DeepGHS Team提供

数据集分类

• 任务类别: text-to-image
• 标签: art, not-for-all-audiences
• 大小类别: n<1K
• 许可证: MIT

数据集包列表

名称	图像数量	大小	下载链接	类型	描述
raw	391	543.05 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	391	470.60 MiB	下载	IMG+TXT	短边不超过1200像素的数据集
stage3-p480-1200	925	933.89 MiB	下载	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素

数据集使用

• 加载方式: 提供给waifuc加载的原始数据集

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

  from huggingface_hub import hf_hub_download from waifuc.source import LocalSource

  下载原始存档文件

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

  提取文件到您的目录

  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])

数据集标签聚类列表

原始文本版本

#	样本数	图像示例	标签
0	17	至	1girl, hat, official_alternate_costume, sailor_collar, white_dress, bare_shoulders, see-through, sleeveless_dress, solo, looking_at_viewer, sailor_dress, blue_headwear, open_mouth, black_bikini, cowboy_shot, holding_food, ice_cream_cone, one_eye_closed, holding_frying_pan, :d, bare_arms, bikini_under_clothes, simple_background, standing, twintails, blush, outdoors, small_breasts, tongue_out
1	9	至	1girl, hat, holding_food, ice_cream_cone, looking_at_viewer, official_alternate_costume, sailor_collar, solo, sleeveless_dress, upper_body, bare_shoulders, sailor_dress, white_dress, open_mouth, :d, bear_girl, hair_bow, holding_ice_cream, twintails
2	12	至	1girl, black_jacket, long_sleeves, open_jacket, red_pantyhose, smile, solo, tongue_out, holding_frying_pan, looking_at_viewer, orange_pantyhose, sailor_dress, white_sailor_collar, black_dress, black_footwear, shoes, white_neckerchief, ;q, one_eye_closed, simple_background, full_body, white_background, standing_on_one_leg
3	8	至	1girl, long_sleeves, looking_at_viewer, open_jacket, red_pantyhose, sailor_dress, solo, white_neckerchief, white_sailor_collar, black_jacket, blue_dress, simple_background, brown_jacket, open_mouth, orange_pantyhose, white_background, black_footwear, full_body, shoes, twintails, :d, black_dress, hand_up
4	6	至	1girl, long_sleeves, looking_at_viewer, one_eye_closed, smile, solo, tongue_out, upper_body, white_neckerchief, white_sailor_collar, ;q, black_jacket, open_jacket, white_background, food, holding_frying_pan, sailor_dress, shirt, brown_jacket, school_uniform, simple_background

表格版本

#	样本数	图像示例	1girl	hat	official_alternate_costume	sailor_collar	white_dress	bare_shoulders	see-through	sleeveless_dress	solo	looking_at_viewer	sailor_dress	blue_headwear	open_mouth	black_bikini	cowboy_shot	holding_food	ice_cream_cone	one_eye_closed	holding_frying_pan	:d	bare_arms	bikini_under_clothes	simple_background	standing	twintails	blush	outdoors	small_breasts	tongue_out	upper_body	bear_girl	hair_bow	holding_ice_cream	black_jacket	long_sleeves	open_jacket	red_pantyhose	smile	orange_pantyhose	white_sailor_collar	black_dress	black_footwear	shoes	white_neckerchief	;q	full_body	white_background	standing_on_one_leg	blue_dress	brown_jacket	hand_up	food	shirt	school_uniform
0	17	至	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
1	9	至	X	X	X	X	X	X		X	X	X	X		X			X	X			X					X					X	X	X	X
2	12	至	X								X	X	X												X						X					X	X	X	X	X	X	X	X	X	X	X	X	X	X	X
3	8	至	X								X	X	X		X										X		X									X	X	X	X		X	X	X	X	X	X		X	X		X	X	X
4	6	至	X								X	X	X												X						X	X				X	X	X		X		X				X	X		X			X		X	X	X