CyberHarem/rumi_bluearchive

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

# Dataset of rumi/朱城ルミ/瑠美 (Blue Archive)

This is the dataset of rumi/朱城ルミ/瑠美 (Blue Archive), containing 207 images and their tags.

The core tags of this character are `brown_hair, animal_ears, long_hair, breasts, fox_ears, halo, hair_between_eyes, large_breasts, purple_eyes, crossed_bangs, red_halo, very_long_hair`, 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 | 207 | 356.40 MiB | [Download](https://huggingface.co/datasets/CyberHarem/rumi_bluearchive/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 1200 | 207 | 300.50 MiB | [Download](https://huggingface.co/datasets/CyberHarem/rumi_bluearchive/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 520 | 598.07 MiB | [Download](https://huggingface.co/datasets/CyberHarem/rumi_bluearchive/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/rumi_bluearchive',
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 | 5 |  |  |  |  |  | 1girl, black_skirt, blush, brown_pantyhose, looking_at_viewer, smile, solo, shirt, side_slit, simple_background, white_background, hand_on_own_hip, open_mouth, thigh_strap, black_pantyhose, gourd, rope_belt, short_sleeves, thighs |
| 1 | 9 |  |  |  |  |  | 1girl, black_skirt, pantyhose, smile, solo, blush, looking_at_viewer, shirt, holding, sweat, steam |
| 2 | 9 |  |  |  |  |  | 1girl, blush, solo, covered_nipples, looking_at_viewer, simple_background, smile, sweat, white_background, red_ascot, black_skirt, wet_shirt, see-through_shirt, upper_body |
| 3 | 8 |  |  |  |  |  | 1girl, blush, looking_at_viewer, sweat, bra_visible_through_clothes, see-through_shirt, solo, wet_shirt, simple_background, black_bra, black_skirt, hand_on_own_hip, open_mouth, smile, steaming_body, high-waist_skirt, pantyhose, short_sleeves |
| 4 | 8 |  |  |  |  |  | 1girl, looking_at_viewer, solo, blush, simple_background, white_background, one_eye_closed, chinese_clothes, black_pantyhose, sweat, thigh_strap, grin, sitting, upper_body |
| 5 | 16 |  |  |  |  |  | 1boy, 1girl, blush, solo_focus, smile, looking_at_viewer, penis, nipples, pov, breasts_squeezed_together, cum_on_breasts, sweat, censored, huge_breasts, open_mouth, paizuri_under_clothes, shirt |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | black_skirt | blush | brown_pantyhose | looking_at_viewer | smile | solo | shirt | side_slit | simple_background | white_background | hand_on_own_hip | open_mouth | thigh_strap | black_pantyhose | gourd | rope_belt | short_sleeves | thighs | pantyhose | holding | sweat | steam | covered_nipples | red_ascot | wet_shirt | see-through_shirt | upper_body | bra_visible_through_clothes | black_bra | steaming_body | high-waist_skirt | one_eye_closed | chinese_clothes | grin | sitting | 1boy | solo_focus | penis | nipples | pov | breasts_squeezed_together | cum_on_breasts | censored | huge_breasts | paizuri_under_clothes |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------------|:--------|:------------------|:--------------------|:--------|:-------|:--------|:------------|:--------------------|:-------------------|:------------------|:-------------|:--------------|:------------------|:--------|:------------|:----------------|:---------|:------------|:----------|:--------|:--------|:------------------|:------------|:------------|:--------------------|:-------------|:------------------------------|:------------|:----------------|:-------------------|:-----------------|:------------------|:-------|:----------|:-------|:-------------|:--------|:----------|:------|:----------------------------|:-----------------|:-----------|:---------------|:------------------------|
| 0 | 5 |  |  |  |  |  | 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 | | | | | | | | | | | | | | | | | | | | | | | |
| 2 | 9 |  |  |  |  |  | X | X | X | | X | X | X | | | X | X | | | | | | | | | | | X | | X | X | X | X | X | | | | | | | | | | | | | | | | | | |
| 3 | 8 |  |  |  |  |  | X | X | X | | X | X | X | | | X | | X | X | | | | | X | | X | | X | | | | X | X | | X | X | X | X | | | | | | | | | | | | | | |
| 4 | 8 |  |  |  |  |  | X | | X | | X | | X | | | X | X | | | X | X | | | | | | | X | | | | | | X | | | | | X | X | X | X | | | | | | | | | | |
| 5 | 16 |  |  |  |  |  | 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

基本信息

• 名称: Dataset of rumi/朱城ルミ/瑠美 (Blue Archive)
• 包含内容: 207张图像及其标签
• 核心标签: brown_hair, animal_ears, long_hair, breasts, fox_ears, halo, hair_between_eyes, large_breasts, purple_eyes, crossed_bangs, red_halo, very_long_hair
• 许可证: MIT
• 任务类别: text-to-image
• 标签: art, not-for-all-audiences
• 大小类别: n<1K

数据集包详情

包名	图像数量	大小	下载链接	类型	描述
raw	207	356.40 MiB	下载	Waifuc-Raw	包含元信息的原始数据（如果较大则最小边对齐到1400）
1200	207	300.50 MiB	下载	IMG+TXT	短边不超过1200像素的数据集
stage3-p480-1200	520	598.07 MiB	下载	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素

数据集加载示例

• 加载工具: waifuc
• 加载代码: python import os import zipfile

from huggingface_hub import hf_hub_download from waifuc.source import LocalSource

下载原始档案文件

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

提取文件到你的目录

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

使用waifuc加载数据集

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: 提供了不同图像样本及其对应的标签，展示了数据集中的多样性和特定主题的集中。

数据集下载与使用

• 下载: 可通过提供的链接下载不同格式的数据集。
• 使用: 提供了使用waifuc加载和处理数据集的示例代码，方便用户快速上手。

数据集标签分析

• 标签聚类: 数据集中的图像根据标签进行了聚类，有助于用户理解和利用数据集中的特定主题或特征。