CyberHarem/rmb_93_girlsfrontline

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

# Dataset of rmb_93/RMB-93/RMB-93 (Girls' Frontline)

This is the dataset of rmb_93/RMB-93/RMB-93 (Girls' Frontline), containing 23 images and their tags.

The core tags of this character are `breasts, short_hair, red_eyes, white_hair, large_breasts, bangs, earrings, 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 | 23 | 25.87 MiB | [Download](https://huggingface.co/datasets/CyberHarem/rmb_93_girlsfrontline/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 23 | 15.37 MiB | [Download](https://huggingface.co/datasets/CyberHarem/rmb_93_girlsfrontline/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 50 | 29.04 MiB | [Download](https://huggingface.co/datasets/CyberHarem/rmb_93_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 23 | 22.79 MiB | [Download](https://huggingface.co/datasets/CyberHarem/rmb_93_girlsfrontline/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 50 | 38.52 MiB | [Download](https://huggingface.co/datasets/CyberHarem/rmb_93_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/rmb_93_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, bare_shoulders, looking_at_viewer, solo, jewelry, smile, white_dress, white_thighhighs, medium_breasts, choker, closed_mouth, collarbone, full_body, garter_straps, high_heels, official_alternate_costume, white_background, blush, elbow_gloves, holding_gun, shotgun, simple_background, wedding_dress, white_gloves, blue_dress, cleavage_cutout, flower, layered_dress, long_sleeves, o-ring, off-shoulder_dress, strapless_dress |
| 1 | 9 |  |  |  |  |  | 1girl, looking_at_viewer, ribbed_sweater, solo, bare_shoulders, smile, turtleneck, off_shoulder, simple_background, sleeveless, boots, gun, star_(symbol), sweater_dress, white_background, black_thighhighs, fur-trimmed_jacket, garter_straps, holding, necklace, white_thighhighs |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | bare_shoulders | looking_at_viewer | solo | jewelry | smile | white_dress | white_thighhighs | medium_breasts | choker | closed_mouth | collarbone | full_body | garter_straps | high_heels | official_alternate_costume | white_background | blush | elbow_gloves | holding_gun | shotgun | simple_background | wedding_dress | white_gloves | blue_dress | cleavage_cutout | flower | layered_dress | long_sleeves | o-ring | off-shoulder_dress | strapless_dress | ribbed_sweater | turtleneck | off_shoulder | sleeveless | boots | gun | star_(symbol) | sweater_dress | black_thighhighs | fur-trimmed_jacket | holding | necklace |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-----------------|:--------------------|:-------|:----------|:--------|:--------------|:-------------------|:-----------------|:---------|:---------------|:-------------|:------------|:----------------|:-------------|:-----------------------------|:-------------------|:--------|:---------------|:--------------|:----------|:--------------------|:----------------|:---------------|:-------------|:------------------|:---------|:----------------|:---------------|:---------|:---------------------|:------------------|:-----------------|:-------------|:---------------|:-------------|:--------|:------|:----------------|:----------------|:-------------------|:---------------------|:----------|:-----------|
| 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 | X | X | | | | | | | | | | | | |
| 1 | 9 |  |  |  |  |  | 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

数据集名称

• 名称: rmb_93/RMB-93/RMB-93 (Girls Frontline)

数据集内容

• 描述: 包含23张图像及其标签。
• 核心标签: breasts, short_hair, red_eyes, white_hair, large_breasts, bangs, earrings, hair_between_eyes

数据集来源

• 图像来源: 从多个网站爬取，如danbooru, pixiv, zerochan等。
• 爬取系统: 由DeepGHS Team提供。

数据集版本与下载

名称	图像数量	大小	下载链接	类型	描述
raw	23	25.87 MiB	下载	Waifuc-Raw	包含元信息的原始数据，最小边对齐至1400像素。
800	23	15.37 MiB	下载	IMG+TXT	短边不超过800像素的数据集。
stage3-p480-800	50	29.04 MiB	下载	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素。
1200	23	22.79 MiB	下载	IMG+TXT	短边不超过1200像素的数据集。
stage3-p480-1200	50	38.52 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

• 加载工具: 使用waifuc加载原始数据集。

标签聚类结果

• 示例: 提供两个版本的标签聚类结果列表，包括样本图像和相关标签。

数据集属性

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