CyberHarem/dp_12_girlsfrontline

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

# Dataset of dp_12/DP-12/DP-12 (Girls' Frontline)

This is the dataset of dp_12/DP-12/DP-12 (Girls' Frontline), containing 92 images and their tags.

The core tags of this character are `blue_hair, breasts, long_hair, large_breasts, bangs, grey_eyes, hairband, braid, blue_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 | 92 | 143.93 MiB | [Download](https://huggingface.co/datasets/CyberHarem/dp_12_girlsfrontline/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 92 | 71.86 MiB | [Download](https://huggingface.co/datasets/CyberHarem/dp_12_girlsfrontline/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 232 | 155.90 MiB | [Download](https://huggingface.co/datasets/CyberHarem/dp_12_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 92 | 122.81 MiB | [Download](https://huggingface.co/datasets/CyberHarem/dp_12_girlsfrontline/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 232 | 234.36 MiB | [Download](https://huggingface.co/datasets/CyberHarem/dp_12_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/dp_12_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 | 14 |  |  |  |  |  | 1girl, looking_at_viewer, solo, cleavage, hat_flower, smile, blush, closed_mouth, sunflower, white_bikini, white_headwear, collarbone, bare_shoulders, hair_between_eyes, necklace, outdoors, white_background, white_dress, choker, navel, ocean, simple_background, thighs, wet, wrist_cuffs |
| 1 | 14 |  |  |  |  |  | 1girl, simple_background, smile, solo, white_background, blush, looking_at_viewer, closed_mouth, sweater, white_hairband, turtleneck, upper_body, bare_shoulders |
| 2 | 6 |  |  |  |  |  | 1girl, holding_gun, solo, jacket, pantyhose, smile, white_background, assault_rifle, looking_at_viewer, simple_background, white_hairband |
| 3 | 6 |  |  |  |  |  | 1girl, black_thighhighs, blush, solo, cleavage, hair_between_eyes, hair_flower, looking_at_viewer, jewelry, smile, thighs, white_panties, china_dress, closed_mouth, huge_breasts, official_alternate_costume |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | looking_at_viewer | solo | cleavage | hat_flower | smile | blush | closed_mouth | sunflower | white_bikini | white_headwear | collarbone | bare_shoulders | hair_between_eyes | necklace | outdoors | white_background | white_dress | choker | navel | ocean | simple_background | thighs | wet | wrist_cuffs | sweater | white_hairband | turtleneck | upper_body | holding_gun | jacket | pantyhose | assault_rifle | black_thighhighs | hair_flower | jewelry | white_panties | china_dress | huge_breasts | official_alternate_costume |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------------------|:-------|:-----------|:-------------|:--------|:--------|:---------------|:------------|:---------------|:-----------------|:-------------|:-----------------|:--------------------|:-----------|:-----------|:-------------------|:--------------|:---------|:--------|:--------|:--------------------|:---------|:------|:--------------|:----------|:-----------------|:-------------|:-------------|:--------------|:---------|:------------|:----------------|:-------------------|:--------------|:----------|:----------------|:--------------|:---------------|:-----------------------------|
| 0 | 14 |  |  |  |  |  | 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 | 14 |  |  |  |  |  | X | X | X | | | X | X | X | | | | | X | | | | X | | | | | X | | | | X | X | X | X | | | | | | | | | | | |
| 2 | 6 |  |  |  |  |  | X | X | X | | | X | | | | | | | | | | | X | | | | | X | | | | | X | | | X | X | X | X | | | | | | | |
| 3 | 6 |  |  |  |  |  | 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: dp_12/DP-12/DP-12 (Girls Frontline)
• 描述: 包含92张图像及其标签的数据集。

数据集内容

• 核心标签: blue_hair, breasts, long_hair, large_breasts, bangs, grey_eyes, hairband, braid, blue_eyes
• 图像来源: 从多个网站（如danbooru, pixiv, zerochan等）自动爬取。

数据集版本与下载

名称	图像数量	大小	下载链接	类型	描述
raw	92	143.93 MiB	下载	Waifuc-Raw	包含元信息的原始数据（最小边对齐至1400像素）。
800	92	71.86 MiB	下载	IMG+TXT	短边不超过800像素的数据集。
stage3-p480-800	232	155.90 MiB	下载	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素。
1200	92	122.81 MiB	下载	IMG+TXT	短边不超过1200像素的数据集。
stage3-p480-1200	232	234.36 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

• 加载工具: 使用waifuc加载原始数据集。
• 示例代码: 提供Python代码用于下载和提取数据集，并使用waifuc加载。

标签聚类结果

#	样本数	图像示例	标签
0	14	至	1girl, looking_at_viewer, solo, cleavage, hat_flower, smile, blush, closed_mouth, sunflower, white_bikini, white_headwear, collarbone, bare_shoulders, hair_between_eyes, necklace, outdoors, white_background, white_dress, choker, navel, ocean, simple_background, thighs, wet, wrist_cuffs
1	14	至	1girl, simple_background, smile, solo, white_background, blush, looking_at_viewer, closed_mouth, sweater, white_hairband, turtleneck, upper_body, bare_shoulders
2	6	至	1girl, holding_gun, solo, jacket, pantyhose, smile, white_background, assault_rifle, looking_at_viewer, simple_background, white_hairband
3	6	至	1girl, black_thighhighs, blush, solo, cleavage, hair_between_eyes, hair_flower, looking_at_viewer, jewelry, smile, thighs, white_panties, china_dress, closed_mouth, huge_breasts, official_alternate_costume

此数据集适用于文本到图像的任务，特别关注艺术和特定受众的内容。