CyberHarem/izabella_maougakuinnofutekigousha

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

# Dataset of Izabella/イザベラ (Maou Gakuin no Futekigousha)

This is the dataset of Izabella/イザベラ (Maou Gakuin no Futekigousha), containing 139 images and their tags.

The core tags of this character are `brown_hair, long_hair, green_eyes, mole, mole_under_eye, hair_between_eyes, ahoge`, 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 | 139 | 103.42 MiB | [Download](https://huggingface.co/datasets/CyberHarem/izabella_maougakuinnofutekigousha/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 1200 | 139 | 103.37 MiB | [Download](https://huggingface.co/datasets/CyberHarem/izabella_maougakuinnofutekigousha/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 260 | 180.44 MiB | [Download](https://huggingface.co/datasets/CyberHarem/izabella_maougakuinnofutekigousha/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/izabella_maougakuinnofutekigousha',
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 | 6 |  |  |  |  |  | 1girl, closed_eyes, frills, smile, solo, blush, facing_viewer, open_mouth, anime_coloring |
| 1 | 8 |  |  |  |  |  | 1girl, solo, closed_mouth, portrait, smile, apron, indoors, looking_at_viewer, blurry_background, frills, own_hands_together |
| 2 | 12 |  |  |  |  |  | 1girl, pink_shirt, long_sleeves, closed_mouth, white_apron, indoors, smile, solo, frills |
| 3 | 22 |  |  |  |  |  | 1girl, smile, long_sleeves, shirt, collarbone, closed_mouth, solo_focus, upper_body, puffy_sleeves, 1boy, dress |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | closed_eyes | frills | smile | solo | blush | facing_viewer | open_mouth | anime_coloring | closed_mouth | portrait | apron | indoors | looking_at_viewer | blurry_background | own_hands_together | pink_shirt | long_sleeves | white_apron | shirt | collarbone | solo_focus | upper_body | puffy_sleeves | 1boy | dress |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------------|:---------|:--------|:-------|:--------|:----------------|:-------------|:-----------------|:---------------|:-----------|:--------|:----------|:--------------------|:--------------------|:---------------------|:-------------|:---------------|:--------------|:--------|:-------------|:-------------|:-------------|:----------------|:-------|:--------|
| 0 | 6 |  |  |  |  |  | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | |
| 1 | 8 |  |  |  |  |  | X | | X | X | X | | | | | X | X | X | X | X | X | X | | | | | | | | | | |
| 2 | 12 |  |  |  |  |  | X | | X | X | X | | | | | X | | | X | | | | X | X | X | | | | | | | |
| 3 | 22 |  |  |  |  |  | X | | | X | | | | | | X | | | | | | | | X | | X | X | X | X | X | X | X |

原始信息汇总

数据集概述

基本信息

• 名称: Izabella/イザベラ (Maou Gakuin no Futekigousha)
• 许可证: MIT
• 任务类别: text-to-image
• 标签: art, not-for-all-audiences
• 大小类别: n<1K

数据集内容

• 包含内容: 139张图像及其标签
• 核心标签: brown_hair, long_hair, green_eyes, mole, mole_under_eye, hair_between_eyes, ahoge

数据集版本

名称	图像数量	大小	类型	描述
raw	139	103.42 MiB	Waifuc-Raw	包含元信息的原始数据（如果较大，则最小边缘对齐到1400）
1200	139	103.37 MiB	IMG+TXT	短边不超过1200像素的数据集
stage3-p480-1200	260	180.44 MiB	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素

数据集加载

• 加载工具: waifuc

• 加载代码示例: python import os import zipfile from huggingface_hub import hf_hub_download from waifuc.source import LocalSource

  zip_file = hf_hub_download( repo_id=CyberHarem/izabella_maougakuinnofutekigousha, repo_type=dataset, filename=dataset-raw.zip, )

  dataset_dir = dataset_dir os.makedirs(dataset_dir, exist_ok=True) with zipfile.ZipFile(zip_file, r) as zf: zf.extractall(dataset_dir)

  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:
  • 集群0: 包含6个样本，标签包括1girl, closed_eyes, frills, smile, solo, blush等。
  • 集群1: 包含8个样本，标签包括1girl, solo, closed_mouth, portrait, smile, apron等。
  • 集群2: 包含12个样本，标签包括1girl, pink_shirt, long_sleeves, white_apron等。
  • 集群3: 包含22个样本，标签包括1girl, smile, long_sleeves, shirt, collarbone等。