CyberHarem/type95_girlsfrontline

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

# Dataset of type95/95式/95式 (Girls' Frontline)

This is the dataset of type95/95式/95式 (Girls' Frontline), containing 486 images and their tags.

The core tags of this character are `long_hair, breasts, black_hair, large_breasts, bangs, yellow_eyes, hair_ornament, hairband, very_long_hair, hair_flower, white_hairband`, 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 | 486 | 676.96 MiB | [Download](https://huggingface.co/datasets/CyberHarem/type95_girlsfrontline/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 486 | 369.08 MiB | [Download](https://huggingface.co/datasets/CyberHarem/type95_girlsfrontline/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 1115 | 739.83 MiB | [Download](https://huggingface.co/datasets/CyberHarem/type95_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 486 | 588.79 MiB | [Download](https://huggingface.co/datasets/CyberHarem/type95_girlsfrontline/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 1115 | 1.03 GiB | [Download](https://huggingface.co/datasets/CyberHarem/type95_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/type95_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 | 9 |  |  |  |  |  | 1girl, black_pantyhose, bullpup, closed_mouth, holding_gun, looking_at_viewer, smile, solo, white_gloves, white_skirt, assault_rifle, between_breasts, blush, pleated_skirt, cleavage, fingerless_gloves, flower, white_shirt, cape, simple_background, white_background |
| 1 | 17 |  |  |  |  |  | 1girl, black_pantyhose, looking_at_viewer, solo, closed_mouth, smile, white_gloves, white_shirt, white_skirt, simple_background, between_breasts, blush, pleated_skirt, white_background, cleavage, cape, flower, blunt_bangs, cowboy_shot |
| 2 | 6 |  |  |  |  |  | 1girl, blush, looking_at_viewer, smile, solo, white_gloves, flower, simple_background, upper_body, between_breasts, closed_mouth, white_background |
| 3 | 47 |  |  |  |  |  | 1girl, solo, looking_at_viewer, official_alternate_costume, china_dress, white_dress, mole_under_eye, blush, black_thighhighs, blue_flower, pelvic_curtain, garter_straps, smile, thighs, white_background, closed_mouth, simple_background, holding_fan, fingerless_gloves, sitting, bridal_gauntlets, brown_thighhighs, brown_gloves, white_footwear, brown_eyes, elbow_gloves, panties, uchiwa, garter_belt |
| 4 | 9 |  |  |  |  |  | 1girl, cleavage, collarbone, flower, looking_at_viewer, official_alternate_costume, side-tie_bikini_bottom, simple_background, solo, white_bikini, white_thighhighs, cowboy_shot, navel, blush, white_background, closed_mouth, smile, front-tie_top, standing |
| 5 | 8 |  |  |  |  |  | 1girl, cleavage, closed_mouth, fingerless_gloves, looking_at_viewer, navel, official_alternate_costume, side-tie_bikini_bottom, smile, solo, white_bikini, white_gloves, white_thighhighs, flower, collarbone, front-tie_bikini_top, blush, cowboy_shot, full_body, standing |
| 6 | 12 |  |  |  |  |  | long_sleeves, looking_at_viewer, pleated_skirt, 1girl, animal_ear_fluff, solo, blush, miniskirt, school_uniform, closed_mouth, grey_scarf, smile, white_scarf, official_alternate_costume, blue_sweater, plaid_skirt, thigh_strap, bag, cat_ears, grey_skirt, hat, holding, kneehighs, simple_background, sitting, white_background, white_headwear, white_socks |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | black_pantyhose | bullpup | closed_mouth | holding_gun | looking_at_viewer | smile | solo | white_gloves | white_skirt | assault_rifle | between_breasts | blush | pleated_skirt | cleavage | fingerless_gloves | flower | white_shirt | cape | simple_background | white_background | blunt_bangs | cowboy_shot | upper_body | official_alternate_costume | china_dress | white_dress | mole_under_eye | black_thighhighs | blue_flower | pelvic_curtain | garter_straps | thighs | holding_fan | sitting | bridal_gauntlets | brown_thighhighs | brown_gloves | white_footwear | brown_eyes | elbow_gloves | panties | uchiwa | garter_belt | collarbone | side-tie_bikini_bottom | white_bikini | white_thighhighs | navel | front-tie_top | standing | front-tie_bikini_top | full_body | long_sleeves | animal_ear_fluff | miniskirt | school_uniform | grey_scarf | white_scarf | blue_sweater | plaid_skirt | thigh_strap | bag | cat_ears | grey_skirt | hat | holding | kneehighs | white_headwear | white_socks |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:------------------|:----------|:---------------|:--------------|:--------------------|:--------|:-------|:---------------|:--------------|:----------------|:------------------|:--------|:----------------|:-----------|:--------------------|:---------|:--------------|:-------|:--------------------|:-------------------|:--------------|:--------------|:-------------|:-----------------------------|:--------------|:--------------|:-----------------|:-------------------|:--------------|:-----------------|:----------------|:---------|:--------------|:----------|:-------------------|:-------------------|:---------------|:-----------------|:-------------|:---------------|:----------|:---------|:--------------|:-------------|:-------------------------|:---------------|:-------------------|:--------|:----------------|:-----------|:-----------------------|:------------|:---------------|:-------------------|:------------|:-----------------|:-------------|:--------------|:---------------|:--------------|:--------------|:------|:-----------|:-------------|:------|:----------|:------------|:-----------------|:--------------|
| 0 | 9 |  |  |  |  |  | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 1 | 17 |  |  |  |  |  | X | X | | X | | X | X | X | X | X | | X | X | X | X | | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 2 | 6 |  |  |  |  |  | X | | | X | | X | X | X | X | | | X | X | | | | X | | | X | X | | | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 3 | 47 |  |  |  |  |  | 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 | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 4 | 9 |  |  |  |  |  | X | | | X | | X | X | X | | | | | X | | X | | X | | | X | X | | X | | X | | | | | | | | | | | | | | | | | | | | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | |
| 5 | 8 |  |  |  |  |  | X | | | X | | X | X | X | X | | | | X | | X | X | X | | | | | | X | | X | | | | | | | | | | | | | | | | | | | | X | X | X | X | X | | X | X | X | | | | | | | | | | | | | | | | | |
| 6 | 12 |  |  |  |  |  | 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 |

原始信息汇总

数据集概述：type95/95式/95式 (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486张图像及其标签，主要描绘了角色type95/95式/95式 (Girls Frontline)。
• 核心标签: long_hair, breasts, black_hair, large_breasts, bangs, yellow_eyes, hair_ornament, hairband, very_long_hair, hair_flower, white_hairband

数据集来源

• 图像来源: 从多个网站爬取，如danbooru, pixiv, zerochan等。
• 爬虫系统: 由DeepGHS Team开发，该团队在Huggingface上有组织页面。

数据集包

名称	图像数量	大小	下载链接	类型	描述
raw	486	676.96 MiB	下载	Waifuc-Raw	包含元信息的原始数据，最小边长对齐到1400像素（如果更大）。
800	486	369.08 MiB	下载	IMG+TXT	短边不超过800像素的数据集。
stage3-p480-800	1115	739.83 MiB	下载	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素。
1200	486	588.79 MiB	下载	IMG+TXT	短边不超过1200像素的数据集。
stage3-p480-1200	1115	1.03 GiB	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

• 加载工具: 使用waifuc工具加载原始数据集。
• 加载代码示例: 提供了一段Python代码，用于从Huggingface下载并解压数据集，然后使用waifuc加载。

数据集标签集群

• 集群列表: 提供了多个标签集群的详细列表，每个集群包含多张图像及其对应的标签。
• 集群示例: 每个集群包含5张样本图像及其标签，标签涵盖了角色的多种特征和场景。