CyberHarem/gr_g41_girlsfrontline

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

# Dataset of gr_g41/GrG41/G41 (Girls' Frontline)

This is the dataset of gr_g41/GrG41/G41 (Girls' Frontline), containing 397 images and their tags.

The core tags of this character are `long_hair, blonde_hair, animal_ears, very_long_hair, hair_between_eyes, blue_eyes, red_eyes, heterochromia, bangs, breasts, hair_ornament, small_breasts, twintails`, 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 | 397 | 577.98 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gr_g41_girlsfrontline/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 397 | 307.96 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gr_g41_girlsfrontline/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 1015 | 688.18 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gr_g41_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 397 | 504.44 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gr_g41_girlsfrontline/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 1015 | 984.87 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gr_g41_girlsfrontline/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/gr_g41_girlsfrontline',
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 | 6 |  |  |  |  |  | 1girl, barcode_tattoo, blush, looking_at_viewer, navel, solo, white_panties, babydoll, blue_rose, cat_ears, low-tied_long_hair, simple_background, white_background, groin, smile, collarbone |
| 1 | 21 |  |  |  |  |  | assault_rifle, thighhighs, white_panties, 1girl, mismatched_legwear, solo, looking_at_viewer, blush, gloves, navel, barcode_tattoo, holding_gun, low-tied_long_hair, smile, cat_ears, open_mouth, simple_background, white_background, fang, blue_flower, boots, mechanical_arms |
| 2 | 5 |  |  |  |  |  | 1girl, blush, looking_at_viewer, navel, open_mouth, simple_background, solo, thighhighs, white_panties, :d, mismatched_legwear, white_background, fang, gloves, blue_rose, cat_ears, heart, mechanical_arms, thigh_strap |
| 3 | 5 |  |  |  |  |  | 1girl, chibi, open_mouth, white_background, blush, simple_background, solo, closed_eyes, fang, :3, >_<, xd |
| 4 | 7 |  |  |  |  |  | 1girl, bare_shoulders, blush, collarbone, covered_navel, hair_bow, hair_ribbon, name_tag, official_alternate_costume, open_mouth, purple_ribbon, simple_background, solo, white_background, white_bow, white_one-piece_swimsuit, :d, character_name, fang, looking_at_viewer, low-tied_long_hair, cowboy_shot, old_school_swimsuit, side_braid, checkered_clothes, heart, thighs, black_gloves, hands_up, single_braid, standing |
| 5 | 6 |  |  |  |  |  | 1girl, black_thighhighs, blush, collarbone, hair_bow, name_tag, official_alternate_costume, open_mouth, single_thighhigh, solo, white_background, white_one-piece_swimsuit, barefoot, covered_navel, fang, looking_at_viewer, low-tied_long_hair, side_braid, simple_background, hair_ribbon, black_gloves, character_name, checkered_clothes, full_body, old_school_swimsuit, purple_ribbon, sitting, white_bow |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | barcode_tattoo | blush | looking_at_viewer | navel | solo | white_panties | babydoll | blue_rose | cat_ears | low-tied_long_hair | simple_background | white_background | groin | smile | collarbone | assault_rifle | thighhighs | mismatched_legwear | gloves | holding_gun | open_mouth | fang | blue_flower | boots | mechanical_arms | :d | heart | thigh_strap | chibi | closed_eyes | :3 | >_< | xd | bare_shoulders | covered_navel | hair_bow | hair_ribbon | name_tag | official_alternate_costume | purple_ribbon | white_bow | white_one-piece_swimsuit | character_name | cowboy_shot | old_school_swimsuit | side_braid | checkered_clothes | thighs | black_gloves | hands_up | single_braid | standing | black_thighhighs | single_thighhigh | barefoot | full_body | sitting |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-----------------|:--------|:--------------------|:--------|:-------|:----------------|:-----------|:------------|:-----------|:---------------------|:--------------------|:-------------------|:--------|:--------|:-------------|:----------------|:-------------|:---------------------|:---------|:--------------|:-------------|:-------|:--------------|:--------|:------------------|:-----|:--------|:--------------|:--------|:--------------|:-----|:------|:-----|:-----------------|:----------------|:-----------|:--------------|:-----------|:-----------------------------|:----------------|:------------|:---------------------------|:-----------------|:--------------|:----------------------|:-------------|:--------------------|:---------|:---------------|:-----------|:---------------|:-----------|:-------------------|:-------------------|:-----------|:------------|:----------|
| 0 | 6 |  |  |  |  |  | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 1 | 21 |  |  |  |  |  | X | X | X | X | X | X | X | | | X | X | X | X | | X | | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 2 | 5 |  |  |  |  |  | X | | X | X | X | X | X | | X | X | | X | X | | | | | X | X | X | | X | X | | | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 3 | 5 |  |  |  |  |  | X | | X | | | X | | | | | | X | X | | | | | | | | | X | X | | | | | | | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | |
| 4 | 7 |  |  |  |  |  | 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 | X | X | | | | | |
| 5 | 6 |  |  |  |  |  | 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 |

原始信息汇总

数据集概述

基本信息

• 名称: Dataset of gr_g41/GrG41/G41 (Girls Frontline)
• 许可证: MIT
• 任务类别: text-to-image
• 标签: art, not-for-all-audiences
• 大小类别: n<1K

数据集内容

• 描述: 包含397张图像及其标签，主要标签包括long_hair, blonde_hair, animal_ears, very_long_hair, hair_between_eyes, blue_eyes, red_eyes, heterochromia, bangs, breasts, hair_ornament, small_breasts, twintails。
• 来源: 图像从多个网站（如danbooru, pixiv, zerochan等）自动爬取，由DeepGHS Team提供技术支持。

数据集包

名称	图像数量	大小	类型	描述
raw	397	577.98 MiB	Waifuc-Raw	原始数据，包含元信息，最小边缘对齐至1400像素（如果更大）。
800	397	307.96 MiB	IMG+TXT	短边不超过800像素的图像数据集。
stage3-p480-800	1015	688.18 MiB	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素。
1200	397	504.44 MiB	IMG+TXT	短边不超过1200像素的图像数据集。
stage3-p480-1200	1015	984.87 MiB	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素。

数据集加载

• 工具: 使用waifuc加载原始数据集。
• 代码示例: 提供Python代码用于下载和提取数据集，以及使用waifuc加载数据集的示例。

标签聚类结果

• 描述: 提供标签聚类结果，可能包含可挖掘的服装信息。
• 示例: 列出不同聚类的样本图像及其标签，包括1girl, barcode_tattoo, blush等标签。