CyberHarem/gr_g3_girlsfrontline

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

# Dataset of gr_g3/GrG3/G3 (Girls' Frontline)

This is the dataset of gr_g3/GrG3/G3 (Girls' Frontline), containing 70 images and their tags.

The core tags of this character are `long_hair, purple_eyes, blonde_hair, breasts, bangs, hair_ornament, medium_breasts, large_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 | 70 | 113.56 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gr_g3_girlsfrontline/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 70 | 55.23 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gr_g3_girlsfrontline/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 171 | 117.30 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gr_g3_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 70 | 95.93 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gr_g3_girlsfrontline/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 171 | 176.21 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gr_g3_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_g3_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 | 15 |  |  |  |  |  | 1girl, looking_at_viewer, solo, black_thighhighs, assault_rifle, battle_rifle, holding_gun, mod3_(girls'_frontline), black_dress, cleavage, full_body, simple_background, white_background, black_footwear, standing, gloves, jewelry, long_sleeves |
| 1 | 12 |  |  |  |  |  | 1girl, black_thighhighs, solo, looking_at_viewer, cleavage, feet_out_of_frame, garter_straps, mod3_(girls'_frontline), closed_mouth, dress, white_background, blush, smile, standing, black_corset, gloves, jewelry, simple_background, sitting |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | looking_at_viewer | solo | black_thighhighs | assault_rifle | battle_rifle | holding_gun | mod3_(girls'_frontline) | black_dress | cleavage | full_body | simple_background | white_background | black_footwear | standing | gloves | jewelry | long_sleeves | feet_out_of_frame | garter_straps | closed_mouth | dress | blush | smile | black_corset | sitting |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------------------|:-------|:-------------------|:----------------|:---------------|:--------------|:--------------------------|:--------------|:-----------|:------------|:--------------------|:-------------------|:-----------------|:-----------|:---------|:----------|:---------------|:--------------------|:----------------|:---------------|:--------|:--------|:--------|:---------------|:----------|
| 0 | 15 |  |  |  |  |  | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | |
| 1 | 12 |  |  |  |  |  | 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：gr_g3/GrG3/G3 (Girls Frontline)

数据集基本信息

• 名称: gr_g3/GrG3/G3 (Girls Frontline)
• 包含内容: 70张图像及其标签
• 核心标签: long_hair, purple_eyes, blonde_hair, breasts, bangs, hair_ornament, medium_breasts, large_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

数据集包详情

名称	图像数量	大小	类型	描述
raw	70	113.56 MiB	Waifuc-Raw	包含元信息的原始数据，最小边对齐到1400像素（如果更大）。
800	70	55.23 MiB	IMG+TXT	短边不超过800像素的数据集。
stage3-p480-800	171	117.30 MiB	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素。
1200	70	95.93 MiB	IMG+TXT	短边不超过1200像素的数据集。
stage3-p480-1200	171	176.21 MiB	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/gr_g3_girlsfrontline, 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	图像示例	标签
0	15		1girl, looking_at_viewer, solo, black_thighhighs, assault_rifle, battle_rifle, holding_gun, mod3_(girls_frontline), black_dress, cleavage, full_body, simple_background, white_background, black_footwear, standing, gloves, jewelry, long_sleeves
1	12		1girl, black_thighhighs, solo, looking_at_viewer, cleavage, feet_out_of_frame, garter_straps, mod3_(girls_frontline), closed_mouth, dress, white_background, blush, smile, standing, black_corset, gloves, jewelry, simple_background, sitting

表格版本

#	样本数	图像示例	1girl	looking_at_viewer	solo	black_thighhighs	assault_rifle	battle_rifle	holding_gun	mod3_(girls_frontline)	black_dress	cleavage	full_body	simple_background	white_background	black_footwear	standing	gloves	jewelry	long_sleeves	feet_out_of_frame	garter_straps	closed_mouth	dress	blush	smile	black_corset	sitting
0	15		X	X	X	X	X	X	X	X	X	X	X	X	X	X	X	X	X	X
1	12		X	X	X	X				X		X		X	X		X	X	X		X	X	X	X	X	X	X	X