CyberHarem/ump9_girlsfrontline

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

# Dataset of ump9/UMP9/UMP9 (Girls' Frontline)

This is the dataset of ump9/UMP9/UMP9 (Girls' Frontline), containing 500 images and their tags.

The core tags of this character are `long_hair, brown_hair, scar_across_eye, twintails, bangs, scar_on_face, hair_ornament, hairclip, brown_eyes, ribbon, breasts, bow, hair_bow, hair_between_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 | 500 | 690.37 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ump9_girlsfrontline/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 500 | 385.66 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ump9_girlsfrontline/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 1234 | 833.14 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ump9_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 500 | 609.85 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ump9_girlsfrontline/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 1234 | 1.17 GiB | [Download](https://huggingface.co/datasets/CyberHarem/ump9_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/ump9_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 | 10 |  |  |  |  |  | 1girl, black_jacket, black_ribbon, blush, long_sleeves, neck_ribbon, open_jacket, open_mouth, solo, upper_body, white_shirt, looking_at_viewer, scarf, :d, black_bow, simple_background, black_gloves, fingerless_gloves, white_background, hood, :3, armband, hand_up, sidelocks |
| 1 | 10 |  |  |  |  |  | 1girl, black_gloves, black_jacket, black_skirt, fingerless_gloves, looking_at_viewer, neck_ribbon, open_jacket, pleated_skirt, solo, white_background, white_shirt, black_pantyhose, black_ribbon, blush, hooded_jacket, simple_background, armband, red_eyes, smile, belt, long_sleeves, black_bow, scarf, sitting, hood_down, closed_mouth |
| 2 | 22 |  |  |  |  |  | 1girl, black_gloves, black_jacket, fingerless_gloves, looking_at_viewer, solo, submachine_gun, white_shirt, black_skirt, open_jacket, holding_gun, smile, closed_mouth, h&k_ump, black_pantyhose, pleated_skirt, black_ribbon, blush, hooded_jacket, simple_background, neck_ribbon, white_background, scarf, standing |
| 3 | 6 |  |  |  |  |  | 1girl, black_footwear, black_jacket, black_pantyhose, looking_at_viewer, simple_background, solo, white_background, black_gloves, black_skirt, boots, fingerless_gloves, open_mouth, scar, white_shirt, sitting, smile |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | black_jacket | black_ribbon | blush | long_sleeves | neck_ribbon | open_jacket | open_mouth | solo | upper_body | white_shirt | looking_at_viewer | scarf | :d | black_bow | simple_background | black_gloves | fingerless_gloves | white_background | hood | :3 | armband | hand_up | sidelocks | black_skirt | pleated_skirt | black_pantyhose | hooded_jacket | red_eyes | smile | belt | sitting | hood_down | closed_mouth | submachine_gun | holding_gun | h&k_ump | standing | black_footwear | boots | scar |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:---------------|:---------------|:--------|:---------------|:--------------|:--------------|:-------------|:-------|:-------------|:--------------|:--------------------|:--------|:-----|:------------|:--------------------|:---------------|:--------------------|:-------------------|:-------|:-----|:----------|:----------|:------------|:--------------|:----------------|:------------------|:----------------|:-----------|:--------|:-------|:----------|:------------|:---------------|:-----------------|:--------------|:----------|:-----------|:-----------------|:--------|:-------|
| 0 | 10 |  |  |  |  |  | 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 | 10 |  |  |  |  |  | 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 | X | X | | | | | | | |
| 2 | 22 |  |  |  |  |  | X | X | X | X | | X | X | | X | | X | X | X | | | X | X | X | 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 | X |

原始信息汇总

数据集概述

数据集信息

• 名称: Dataset of ump9/UMP9/UMP9 (Girls Frontline)
• 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

• 图像数量: 500张
• 核心标签: long_hair, brown_hair, scar_across_eye, twintails, bangs, scar_on_face, hair_ornament, hairclip, brown_eyes, ribbon, breasts, bow, hair_bow, hair_between_eyes

数据包列表

名称	图像数量	大小	类型	描述
raw	500	690.37 MiB	Waifuc-Raw	原始数据，包含元信息（最小边对齐到1400像素，如果更大）。
800	500	385.66 MiB	IMG+TXT	短边不超过800像素的数据集。
stage3-p480-800	1234	833.14 MiB	IMG+TXT	3阶段裁剪数据集，区域不小于480x480像素。
1200	500	609.85 MiB	IMG+TXT	短边不超过1200像素的数据集。
stage3-p480-1200	1234	1.17 GiB	IMG+TXT	3阶段裁剪数据集，区域不小于480x480像素。

标签聚类结果

原始文本版本

#	样本数量	图像示例	标签
0	10		1girl, black_jacket, black_ribbon, blush, long_sleeves, neck_ribbon, open_jacket, open_mouth, solo, upper_body, white_shirt, looking_at_viewer, scarf, :d, black_bow, simple_background, black_gloves, fingerless_gloves, white_background, hood, :3, armband, hand_up, sidelocks
1	10		1girl, black_gloves, black_jacket, black_skirt, fingerless_gloves, looking_at_viewer, neck_ribbon, open_jacket, pleated_skirt, solo, white_background, white_shirt, black_pantyhose, black_ribbon, blush, hooded_jacket, simple_background, armband, red_eyes, smile, belt, long_sleeves, black_bow, scarf, sitting, hood_down, closed_mouth
2	22		1girl, black_gloves, black_jacket, fingerless_gloves, looking_at_viewer, solo, submachine_gun, white_shirt, black_skirt, open_jacket, holding_gun, smile, closed_mouth, h&k_ump, black_pantyhose, pleated_skirt, black_ribbon, blush, hooded_jacket, simple_background, neck_ribbon, white_background, scarf, standing
3	6		1girl, black_footwear, black_jacket, black_pantyhose, looking_at_viewer, simple_background, solo, white_background, black_gloves, black_skirt, boots, fingerless_gloves, open_mouth, scar, white_shirt, sitting, smile

表格版本

#	样本数量	图像示例	标签
0	10		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, X, X, X, X, X
1	10		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
2	22		X, X, X, X, , X, X, , X, , , X, X, X, X, X, X, X, X, X, X, , X, X, X, , , , , X
3	6		X, X, , , , , , X, X, X, X, X, X, X, X, , , , , , , , , , , , , , , , X