CyberHarem/agent_416_girlsfrontline

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

# Dataset of agent_416/エージェント416/特工416 (Girls' Frontline)

This is the dataset of agent_416/エージェント416/特工416 (Girls' Frontline), containing 34 images and their tags.

The core tags of this character are `green_eyes, long_hair, bangs, hair_ornament, grey_hair, blue_hair, facial_mark, headphones, ponytail, hat`, 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 | 34 | 57.66 MiB | [Download](https://huggingface.co/datasets/CyberHarem/agent_416_girlsfrontline/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 34 | 29.71 MiB | [Download](https://huggingface.co/datasets/CyberHarem/agent_416_girlsfrontline/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 87 | 65.17 MiB | [Download](https://huggingface.co/datasets/CyberHarem/agent_416_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 34 | 50.62 MiB | [Download](https://huggingface.co/datasets/CyberHarem/agent_416_girlsfrontline/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 87 | 97.19 MiB | [Download](https://huggingface.co/datasets/CyberHarem/agent_416_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/agent_416_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 | 22 |  |  |  |  |  | 1girl, solo, assault_rifle, gloves, h&k_hk416, holding_gun, blue_jacket, pantyhose, respirator, uniform, looking_at_viewer, mask_around_neck, tactical_clothes, skirt |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | solo | assault_rifle | gloves | h&k_hk416 | holding_gun | blue_jacket | pantyhose | respirator | uniform | looking_at_viewer | mask_around_neck | tactical_clothes | skirt |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-------|:----------------|:---------|:------------|:--------------|:--------------|:------------|:-------------|:----------|:--------------------|:-------------------|:-------------------|:--------|
| 0 | 22 |  |  |  |  |  | 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：agent_416/エージェント416/特工416 (Girls Frontline)

数据集基本信息

• 许可证: MIT
• 任务类别: 文本到图像
• 标签: 艺术, 不适用于所有观众
• 大小类别: 小于1K

数据集内容

• 描述: 包含34张图像及其标签，主要标签包括green_eyes, long_hair, bangs, hair_ornament, grey_hair, blue_hair, facial_mark, headphones, ponytail, hat。
• 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。

数据集包列表

名称	图像数量	大小	下载链接	类型	描述
raw	34	57.66 MiB	下载	Waifuc-Raw	包含元信息的原始数据（最小边对齐到1400像素）。
800	34	29.71 MiB	下载	IMG+TXT	短边不超过800像素的数据集。
stage3-p480-800	87	65.17 MiB	下载	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素。
1200	34	50.62 MiB	下载	IMG+TXT	短边不超过1200像素的数据集。
stage3-p480-1200	87	97.19 MiB	下载	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

• 使用工具: waifuc

• 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/agent_416_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

• 示例:
  • 样本数量: 22
  • 标签: 1girl, solo, assault_rifle, gloves, h&k_hk416, holding_gun, blue_jacket, pantyhose, respirator, uniform, looking_at_viewer, mask_around_neck, tactical_clothes, skirt