CyberHarem/cement_arknights

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

# Dataset of cement/セメント/洋灰 (Arknights)

This is the dataset of cement/セメント/洋灰 (Arknights), containing 15 images and their tags.

The core tags of this character are `brown_hair, hard_hat, short_hair, brown_eyes, yellow_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 | 15 | 26.34 MiB | [Download](https://huggingface.co/datasets/CyberHarem/cement_arknights/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 1200 | 15 | 23.26 MiB | [Download](https://huggingface.co/datasets/CyberHarem/cement_arknights/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 38 | 48.65 MiB | [Download](https://huggingface.co/datasets/CyberHarem/cement_arknights/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/cement_arknights',
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 | 15 |  |  |  |  |  | 1girl, helmet, long_sleeves, orange_jacket, solo, looking_at_viewer, simple_background, open_mouth, white_background, :d, black_shirt, blush |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | helmet | long_sleeves | orange_jacket | solo | looking_at_viewer | simple_background | open_mouth | white_background | :d | black_shirt | blush |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:---------|:---------------|:----------------|:-------|:--------------------|:--------------------|:-------------|:-------------------|:-----|:--------------|:--------|
| 0 | 15 |  |  |  |  |  | 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 cement/セメント/洋灰 (Arknights)
• 许可证: MIT
• 任务类别: text-to-image
• 标签: art, not-for-all-audiences
• 大小类别: n<1K

数据集内容

• 图像数量: 15张
• 核心标签: brown_hair, hard_hat, short_hair, brown_eyes, yellow_eyes
• 来源: 从多个网站爬取，如danbooru, pixiv, zerochan等

数据包列表

名称	图像数量	大小	类型	描述
raw	15	26.34 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）
1200	15	23.26 MiB	IMG+TXT	短边不超过1200像素的数据集
stage3-p480-1200	38	48.65 MiB	IMG+TXT	3阶段裁剪数据集，区域不小于480x480像素

数据加载

• 加载工具: waifuc

• 示例代码: python import os import zipfile from huggingface_hub import hf_hub_download from waifuc.source import LocalSource

  下载原始归档文件

  zip_file = hf_hub_download( repo_id=CyberHarem/cement_arknights, 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

原始文本版本

#	样本数量	图像1	图像2	图像3	图像4	图像5	标签
0	15						1girl, helmet, long_sleeves, orange_jacket, solo, looking_at_viewer, simple_background, open_mouth, white_background, :d, black_shirt, blush

表格版本

#	样本数量	图像1	图像2	图像3	图像4	图像5	1girl	helmet	long_sleeves	orange_jacket	solo	looking_at_viewer	simple_background	open_mouth	white_background	:d	black_shirt	blush
0	15						X	X	X	X	X	X	X	X	X	X	X	X