CyberHarem/nz75_girlsfrontline

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

# Dataset of nz75/NZ75/NZ75 (Girls' Frontline)

This is the dataset of nz75/NZ75/NZ75 (Girls' Frontline), containing 36 images and their tags.

The core tags of this character are `long_hair, brown_hair, bangs, brown_eyes, black_hair, yellow_eyes, hair_between_eyes, breasts`, 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 | 36 | 54.57 MiB | [Download](https://huggingface.co/datasets/CyberHarem/nz75_girlsfrontline/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 36 | 26.01 MiB | [Download](https://huggingface.co/datasets/CyberHarem/nz75_girlsfrontline/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 87 | 56.74 MiB | [Download](https://huggingface.co/datasets/CyberHarem/nz75_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 36 | 45.52 MiB | [Download](https://huggingface.co/datasets/CyberHarem/nz75_girlsfrontline/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 87 | 87.64 MiB | [Download](https://huggingface.co/datasets/CyberHarem/nz75_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/nz75_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 | 29 |  |  |  |  |  | 1girl, solo, looking_at_viewer, handgun, white_shirt, open_mouth, red_necktie, holding_gun, jacket, pleated_skirt, simple_background, dual_wielding, long_sleeves, white_background, blush, black_skirt |
| 1 | 5 |  |  |  |  |  | 1girl, bare_shoulders, cleavage, dress, looking_at_viewer, solo, very_long_hair, blush, collarbone, flower, medium_breasts, closed_mouth, elbow_gloves, halterneck, jewelry, outdoors, sun_hat |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | solo | looking_at_viewer | handgun | white_shirt | open_mouth | red_necktie | holding_gun | jacket | pleated_skirt | simple_background | dual_wielding | long_sleeves | white_background | blush | black_skirt | bare_shoulders | cleavage | dress | very_long_hair | collarbone | flower | medium_breasts | closed_mouth | elbow_gloves | halterneck | jewelry | outdoors | sun_hat |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-------|:--------------------|:----------|:--------------|:-------------|:--------------|:--------------|:---------|:----------------|:--------------------|:----------------|:---------------|:-------------------|:--------|:--------------|:-----------------|:-----------|:--------|:-----------------|:-------------|:---------|:-----------------|:---------------|:---------------|:-------------|:----------|:-----------|:----------|
| 0 | 29 |  |  |  |  |  | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | |
| 1 | 5 |  |  |  |  |  | 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

• Dataset of nz75/NZ75/NZ75 (Girls Frontline)

数据集内容

• 包含内容：36张图像及其标签。
• 核心标签：long_hair, brown_hair, bangs, brown_eyes, black_hair, yellow_eyes, hair_between_eyes, breasts。

数据集特点

• 任务类别：text-to-image
• 标签：art, not-for-all-audiences
• 大小类别：n<1K

数据集来源

• 图像来源：多个网站，如danbooru, pixiv, zerochan等。
• 自动爬虫系统：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	36	54.57 MiB	下载	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	36	26.01 MiB	下载	IMG+TXT	短边不超过800像素的数据集。
stage3-p480-800	87	56.74 MiB	下载	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素。
1200	36	45.52 MiB	下载	IMG+TXT	短边不超过1200像素的数据集。
stage3-p480-1200	87	87.64 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

• 加载原始数据集：提供用于waifuc的原始数据集加载方法。

数据集标签集群

• 集群列表：提供标签集群结果，可能包含可挖掘的服装信息。
• 集群示例：展示不同集群的样本图像及其标签。