CyberHarem/futaba_tsukushi_bangdream

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

# Dataset of futaba_tsukushi (BanG Dream!)

This is the dataset of futaba_tsukushi (BanG Dream!), containing 130 images and their tags.

The core tags of this character are `long_hair, bangs, black_hair, twintails, brown_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 | 130 | 180.26 MiB | [Download](https://huggingface.co/datasets/CyberHarem/futaba_tsukushi_bangdream/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 130 | 99.48 MiB | [Download](https://huggingface.co/datasets/CyberHarem/futaba_tsukushi_bangdream/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 314 | 208.29 MiB | [Download](https://huggingface.co/datasets/CyberHarem/futaba_tsukushi_bangdream/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 130 | 157.67 MiB | [Download](https://huggingface.co/datasets/CyberHarem/futaba_tsukushi_bangdream/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 314 | 304.80 MiB | [Download](https://huggingface.co/datasets/CyberHarem/futaba_tsukushi_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/futaba_tsukushi_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 | 20 |  |  |  |  |  | looking_at_viewer, black_gloves, earrings, hat, blush, 1girl, half_gloves, skirt, solo, white_headwear, long_sleeves, black_ribbon, smile, open_mouth, red_eyes, low_twintails, neck_ribbon, white_background, white_jacket, cowboy_shot, holding |
| 1 | 5 |  |  |  |  |  | 1girl, looking_at_viewer, polka_dot_dress, smile, solo, yellow_dress, belt, hair_ornament, long_sleeves, simple_background, blush, closed_mouth, crossed_arms, floating_hair, hair_bow, standing, white_background, brown_footwear, choker, collarbone, frilled_dress, frilled_socks, full_body, medium_dress, necklace, polka_dot_bow, red_footwear, shiny_hair, white_socks |
| 2 | 20 |  |  |  |  |  | 1girl, looking_at_viewer, solo, blush, long_sleeves, pleated_skirt, white_sailor_collar, smile, blue_skirt, collarbone, simple_background, white_background, blue_shirt, low_twintails, upper_body, white_neckerchief, blue_serafuku, breasts, closed_mouth, open_mouth, purple_hair |
| 3 | 7 |  |  |  |  |  | 1girl, blush, small_breasts, solo, looking_at_viewer, open_mouth, collarbone, simple_background, white_background, bikini, cleavage, navel, purple_hair, sitting |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | looking_at_viewer | black_gloves | earrings | hat | blush | 1girl | half_gloves | skirt | solo | white_headwear | long_sleeves | black_ribbon | smile | open_mouth | red_eyes | low_twintails | neck_ribbon | white_background | white_jacket | cowboy_shot | holding | polka_dot_dress | yellow_dress | belt | hair_ornament | simple_background | closed_mouth | crossed_arms | floating_hair | hair_bow | standing | brown_footwear | choker | collarbone | frilled_dress | frilled_socks | full_body | medium_dress | necklace | polka_dot_bow | red_footwear | shiny_hair | white_socks | pleated_skirt | white_sailor_collar | blue_skirt | blue_shirt | upper_body | white_neckerchief | blue_serafuku | breasts | purple_hair | small_breasts | bikini | cleavage | navel | sitting |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------|:---------------|:-----------|:------|:--------|:--------|:--------------|:--------|:-------|:-----------------|:---------------|:---------------|:--------|:-------------|:-----------|:----------------|:--------------|:-------------------|:---------------|:--------------|:----------|:------------------|:---------------|:-------|:----------------|:--------------------|:---------------|:---------------|:----------------|:-----------|:-----------|:-----------------|:---------|:-------------|:----------------|:----------------|:------------|:---------------|:-----------|:----------------|:---------------|:-------------|:--------------|:----------------|:----------------------|:-------------|:-------------|:-------------|:--------------------|:----------------|:----------|:--------------|:----------------|:---------|:-----------|:--------|:----------|
| 0 | 20 |  |  |  |  |  | X | X | X | X | X | 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 | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | |
| 2 | 20 |  |  |  |  |  | X | | | | X | X | | | X | | X | | X | X | | X | | X | | | | | | | | X | X | | | | | | | X | | | | | | | | | | X | X | X | X | X | X | X | X | X | | | | | |
| 3 | 7 |  |  |  |  |  | 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

• 数据集名称: Dataset of futaba_tsukushi (BanG Dream!)
• 许可证: MIT
• 任务类别: text-to-image
• 标签: art, not-for-all-audiences
• 数据量: n<1K

数据内容

• 图像数量: 130张
• 核心标签: long_hair, bangs, black_hair, twintails, brown_eyes
• 来源: 从多个网站（如danbooru, pixiv, zerochan等）爬取

数据包列表

名称	图像数量	大小	类型	描述
raw	130	180.26 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	130	99.48 MiB	IMG+TXT	短边不超过800像素的数据集
stage3-p480-800	314	208.29 MiB	IMG+TXT	3阶段裁剪数据集，区域不小于480x480像素
1200	130	157.67 MiB	IMG+TXT	短边不超过1200像素的数据集
stage3-p480-1200	314	304.80 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	20		looking_at_viewer, black_gloves, earrings, hat, blush, 1girl, half_gloves, skirt, solo, white_headwear, long_sleeves, black_ribbon, smile, open_mouth, red_eyes, low_twintails, neck_ribbon, white_background, white_jacket, cowboy_shot, holding
1	5		1girl, looking_at_viewer, polka_dot_dress, smile, solo, yellow_dress, belt, hair_ornament, long_sleeves, simple_background, blush, closed_mouth, crossed_arms, floating_hair, hair_bow, standing, white_background, brown_footwear, choker, collarbone, frilled_dress, frilled_socks, full_body, medium_dress, necklace, polka_dot_bow, red_footwear, shiny_hair, white_socks
2	20		1girl, looking_at_viewer, solo, blush, long_sleeves, pleated_skirt, white_sailor_collar, smile, blue_skirt, collarbone, simple_background, white_background, blue_shirt, low_twintails, upper_body, white_neckerchief, blue_serafuku, breasts, closed_mouth, open_mouth, purple_hair
3	7		1girl, blush, small_breasts, solo, looking_at_viewer, open_mouth, collarbone, simple_background, white_background, bikini, cleavage, navel, purple_hair, sitting