CyberHarem/m2hb_girlsfrontline

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

# Dataset of m2hb/M2HB/M2HB (Girls' Frontline)

This is the dataset of m2hb/M2HB/M2HB (Girls' Frontline), containing 46 images and their tags.

The core tags of this character are `long_hair, blonde_hair, breasts, hat, large_breasts, red_eyes, bangs, garrison_cap`, 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 | 46 | 62.44 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m2hb_girlsfrontline/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 46 | 32.65 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m2hb_girlsfrontline/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 107 | 67.51 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m2hb_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 46 | 53.18 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m2hb_girlsfrontline/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 107 | 98.72 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m2hb_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/m2hb_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 | 16 |  |  |  |  |  | 1girl, solo, cleavage, white_gloves, dog_tags, machine_gun, necklace, looking_at_viewer, smile, white_shirt, midriff, tied_shirt, holding, jacket_around_waist, simple_background, white_background, crop_top, navel, sleeveless |
| 1 | 12 |  |  |  |  |  | looking_at_viewer, 1girl, solo, race_queen, cleavage, official_alternate_costume, white_gloves, cropped_jacket, navel, smile, thighhighs, midriff, white_background, checkered_flag, multicolored_gloves, multicolored_jacket, thigh_boots, white_jacket, high_heels, miniskirt |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | solo | cleavage | white_gloves | dog_tags | machine_gun | necklace | looking_at_viewer | smile | white_shirt | midriff | tied_shirt | holding | jacket_around_waist | simple_background | white_background | crop_top | navel | sleeveless | race_queen | official_alternate_costume | cropped_jacket | thighhighs | checkered_flag | multicolored_gloves | multicolored_jacket | thigh_boots | white_jacket | high_heels | miniskirt |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-------|:-----------|:---------------|:-----------|:--------------|:-----------|:--------------------|:--------|:--------------|:----------|:-------------|:----------|:----------------------|:--------------------|:-------------------|:-----------|:--------|:-------------|:-------------|:-----------------------------|:-----------------|:-------------|:-----------------|:----------------------|:----------------------|:--------------|:---------------|:-------------|:------------|
| 0 | 16 |  |  |  |  |  | X | 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 | X |

原始信息汇总

数据集概述

数据集名称

• 名称: m2hb/M2HB/M2HB (Girls Frontline)
• 描述: 包含46张图像及其标签的数据集。

数据集内容

• 核心标签: long_hair, blonde_hair, breasts, hat, large_breasts, red_eyes, bangs, garrison_cap
• 图像来源: 从多个网站爬取，如danbooru, pixiv, zerochan等。

数据集版本

名称	图像数量	大小	类型	描述
raw	46	62.44 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	46	32.65 MiB	IMG+TXT	短边不超过800像素的数据集。
stage3-p480-800	107	67.51 MiB	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素。
1200	46	53.18 MiB	IMG+TXT	短边不超过1200像素的数据集。
stage3-p480-1200	107	98.72 MiB	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素。

使用说明

• 加载原始数据集: 提供了一个Python脚本，用于下载和解压数据集，并使用waifuc加载数据集。

标签聚类结果

#	样本数	图像示例	标签
0	16	至	1girl, solo, cleavage, white_gloves, dog_tags, machine_gun, necklace, looking_at_viewer, smile, white_shirt, midriff, tied_shirt, holding, jacket_around_waist, simple_background, white_background, crop_top, navel, sleeveless
1	12	至	1girl, solo, race_queen, cleavage, official_alternate_costume, white_gloves, cropped_jacket, navel, smile, thighhighs, midriff, white_background, checkered_flag, multicolored_gloves, multicolored_jacket, thigh_boots, white_jacket, high_heels, miniskirt