CyberHarem/wakana_rei_bangdream

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

# Dataset of wakana_rei/和奏レイ (BanG Dream!)

This is the dataset of wakana_rei/和奏レイ (BanG Dream!), containing 66 images and their tags.

The core tags of this character are `blue_eyes, long_hair, black_hair, brown_hair, 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 | 66 | 77.43 MiB | [Download](https://huggingface.co/datasets/CyberHarem/wakana_rei_bangdream/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 66 | 51.17 MiB | [Download](https://huggingface.co/datasets/CyberHarem/wakana_rei_bangdream/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 142 | 98.09 MiB | [Download](https://huggingface.co/datasets/CyberHarem/wakana_rei_bangdream/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 66 | 70.90 MiB | [Download](https://huggingface.co/datasets/CyberHarem/wakana_rei_bangdream/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 142 | 132.67 MiB | [Download](https://huggingface.co/datasets/CyberHarem/wakana_rei_bangdream/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/wakana_rei_bangdream',
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, smile, solo, belt, jeans, jewelry, simple_background, white_background, white_shirt, looking_at_viewer, blue_pants, closed_mouth, holding, standing, torn_clothes |
| 1 | 5 |  |  |  |  |  | 1girl, earrings, solo, bare_shoulders, looking_at_viewer, short_hair, smile, black_gloves, flower, hair_ornament, red_dress, closed_mouth, feather_boa, upper_body |
| 2 | 17 |  |  |  |  |  | 1girl, solo, looking_at_viewer, open_mouth, guitar, microphone, earrings, choker, holding, black_gloves, skirt, smile, midriff, purple_eyes, singing |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | smile | solo | belt | jeans | jewelry | simple_background | white_background | white_shirt | looking_at_viewer | blue_pants | closed_mouth | holding | standing | torn_clothes | earrings | bare_shoulders | short_hair | black_gloves | flower | hair_ornament | red_dress | feather_boa | upper_body | open_mouth | guitar | microphone | choker | skirt | midriff | purple_eyes | singing |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------|:-------|:-------|:--------|:----------|:--------------------|:-------------------|:--------------|:--------------------|:-------------|:---------------|:----------|:-----------|:---------------|:-----------|:-----------------|:-------------|:---------------|:---------|:----------------|:------------|:--------------|:-------------|:-------------|:---------|:-------------|:---------|:--------|:----------|:--------------|:----------|
| 0 | 9 |  |  |  |  |  | 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 | | | | | | | | |
| 2 | 17 |  |  |  |  |  | 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 wakana_rei/和奏レイ (BanG Dream!)
• 许可证: MIT
• 任务类别: text-to-image
• 标签: art, not-for-all-audiences
• 规模: n<1K

数据内容

• 图像数量: 66张
• 核心标签: blue_eyes, long_hair, black_hair, brown_hair, breasts

数据包列表

名称	图像数量	大小	类型	描述
raw	66	77.43 MiB	Waifuc-Raw	包含元信息的原始数据（最小边对齐到1400像素，如果更大）。
800	66	51.17 MiB	IMG+TXT	短边不超过800像素的数据集。
stage3-p480-800	142	98.09 MiB	IMG+TXT	3阶段裁剪数据集，区域不小于480x480像素。
1200	66	70.90 MiB	IMG+TXT	短边不超过1200像素的数据集。
stage3-p480-1200	142	132.67 MiB	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	9		1girl, smile, solo, belt, jeans, jewelry, simple_background, white_background, white_shirt, looking_at_viewer, blue_pants, closed_mouth, holding, standing, torn_clothes
1	5		1girl, earrings, solo, bare_shoulders, looking_at_viewer, short_hair, smile, black_gloves, flower, hair_ornament, red_dress, closed_mouth, feather_boa, upper_body
2	17		1girl, solo, looking_at_viewer, open_mouth, guitar, microphone, earrings, choker, holding, black_gloves, skirt, smile, midriff, purple_eyes, singing

表格版本

#	样本数量	图像示例	1girl	smile	solo	belt	jeans	jewelry	simple_background	white_background	white_shirt	looking_at_viewer	blue_pants	closed_mouth	holding	standing	torn_clothes	earrings	bare_shoulders	short_hair	black_gloves	flower	hair_ornament	red_dress	feather_boa	upper_body	open_mouth	guitar	microphone	choker	skirt	midriff	purple_eyes	singing
0	9		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
2	17		X	X	X							X			X			X			X						X	X	X	X	X	X	X	X