CyberHarem/pps_43_girlsfrontline

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

# Dataset of pps_43/PPS-43/PPS-43 (Girls' Frontline)

This is the dataset of pps_43/PPS-43/PPS-43 (Girls' Frontline), containing 25 images and their tags.

The core tags of this character are `bangs, hair_ornament, pink_hair, braid, hat, long_hair, hairclip, red_eyes, very_long_hair, single_braid, pink_eyes, black_headwear, animal_ears, hair_between_eyes, thick_eyebrows`, 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 | 25 | 24.59 MiB | [Download](https://huggingface.co/datasets/CyberHarem/pps_43_girlsfrontline/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 25 | 13.98 MiB | [Download](https://huggingface.co/datasets/CyberHarem/pps_43_girlsfrontline/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 61 | 32.00 MiB | [Download](https://huggingface.co/datasets/CyberHarem/pps_43_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 25 | 21.63 MiB | [Download](https://huggingface.co/datasets/CyberHarem/pps_43_girlsfrontline/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 61 | 44.44 MiB | [Download](https://huggingface.co/datasets/CyberHarem/pps_43_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/pps_43_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 | 25 |  |  |  |  |  | 1girl, long_sleeves, simple_background, solo, striped_shirt, looking_at_viewer, white_background, pleated_skirt, russian_text, blush, jacket, closed_mouth, white_sailor_collar, holding, white_gloves, white_skirt, white_thighhighs, gun, open_mouth |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | long_sleeves | simple_background | solo | striped_shirt | looking_at_viewer | white_background | pleated_skirt | russian_text | blush | jacket | closed_mouth | white_sailor_collar | holding | white_gloves | white_skirt | white_thighhighs | gun | open_mouth |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:---------------|:--------------------|:-------|:----------------|:--------------------|:-------------------|:----------------|:---------------|:--------|:---------|:---------------|:----------------------|:----------|:---------------|:--------------|:-------------------|:------|:-------------|
| 0 | 25 |  |  |  |  |  | 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

名称: pps_43/PPS-43/PPS-43 (Girls Frontline)

描述: 该数据集包含25张图像及其标签，主要描绘了角色pps_43/PPS-43/PPS-43 (Girls Frontline)。

核心标签: 包括bangs, hair_ornament, pink_hair, braid, hat, long_hair, hairclip, red_eyes, very_long_hair, single_braid, pink_eyes, black_headwear, animal_ears, hair_between_eyes, thick_eyebrows。

数据来源: 图像从多个网站（如danbooru, pixiv, zerochan等）爬取，由DeepGHS Team提供技术支持。

许可证: MIT

数据集包列表

名称	图像数量	大小	类型	描述
raw	25	24.59 MiB	Waifuc-Raw	包含元信息的原始数据，最小边对齐至1400像素（如果更大）。
800	25	13.98 MiB	IMG+TXT	短边不超过800像素的数据集。
stage3-p480-800	61	32.00 MiB	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素。
1200	25	21.63 MiB	IMG+TXT	短边不超过1200像素的数据集。
stage3-p480-1200	61	44.44 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：

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/pps_43_girlsfrontline, repo_type=dataset, filename=dataset-raw.zip, )

解压文件到指定目录

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

#	样本数	图像示例	标签
0	25	至	1girl, long_sleeves, simple_background, solo, striped_shirt, looking_at_viewer, white_background, pleated_skirt, russian_text, blush, jacket, closed_mouth, white_sailor_collar, holding, white_gloves, white_skirt, white_thighhighs, gun, open_mouth