CyberHarem/perlica_arknights

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

# Dataset of Perlica (Arknights)

This is the dataset of Perlica (Arknights), containing 69 images and their tags.

The core tags of this character are `animal_ears, long_hair, blue_eyes, breasts, grey_hair, medium_breasts, blunt_bangs`, 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 | 69 | 137.26 MiB | [Download](https://huggingface.co/datasets/CyberHarem/perlica_arknights/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 1200 | 69 | 111.22 MiB | [Download](https://huggingface.co/datasets/CyberHarem/perlica_arknights/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 182 | 227.85 MiB | [Download](https://huggingface.co/datasets/CyberHarem/perlica_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/perlica_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 | 7 |  |  |  |  |  | 1girl, bare_shoulders, looking_at_viewer, off_shoulder, open_jacket, solo, white_dress, white_jacket, black_gloves, long_sleeves, sleeveless_dress, black_pantyhose, gradient_background, simple_background, cowboy_shot, parted_lips, pouch, white_background |
| 1 | 8 |  |  |  |  |  | 1girl, bare_shoulders, looking_at_viewer, sleeveless_dress, white_background, white_dress, white_jacket, off_shoulder, open_jacket, simple_background, solo, upper_body, blush, parted_lips, black_gloves, long_sleeves, closed_mouth, puffy_sleeves, small_breasts |
| 2 | 5 |  |  |  |  |  | 1girl, bare_shoulders, black_gloves, black_pantyhose, closed_mouth, feet_out_of_frame, long_sleeves, looking_at_viewer, off_shoulder, open_jacket, sleeveless_dress, solo, standing, white_dress, white_jacket, sidelocks, smile, from_above, holding, simple_background, white_background |
| 3 | 7 |  |  |  |  |  | 1girl, bare_shoulders, black_footwear, black_gloves, black_pantyhose, full_body, off_shoulder, open_jacket, sleeveless_dress, solo, standing, white_dress, white_jacket, looking_at_viewer, shoes, simple_background, white_background, long_sleeves, grey_jacket, holding, parted_lips, shadow, sword |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | bare_shoulders | looking_at_viewer | off_shoulder | open_jacket | solo | white_dress | white_jacket | black_gloves | long_sleeves | sleeveless_dress | black_pantyhose | gradient_background | simple_background | cowboy_shot | parted_lips | pouch | white_background | upper_body | blush | closed_mouth | puffy_sleeves | small_breasts | feet_out_of_frame | standing | sidelocks | smile | from_above | holding | black_footwear | full_body | shoes | grey_jacket | shadow | sword |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-----------------|:--------------------|:---------------|:--------------|:-------|:--------------|:---------------|:---------------|:---------------|:-------------------|:------------------|:----------------------|:--------------------|:--------------|:--------------|:--------|:-------------------|:-------------|:--------|:---------------|:----------------|:----------------|:--------------------|:-----------|:------------|:--------|:-------------|:----------|:-----------------|:------------|:--------|:--------------|:---------|:--------|
| 0 | 7 |  |  |  |  |  | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | |
| 1 | 8 |  |  |  |  |  | X | X | X | X | X | X | X | X | X | X | X | | | X | | X | | X | X | X | X | X | X | | | | | | | | | | | | |
| 2 | 5 |  |  |  |  |  | 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 | | 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 Perlica (Arknights)
• 许可证: MIT
• 任务类别: 文本到图像
• 标签: 艺术, 非所有观众适用
• 大小类别: n<1K

数据集内容

• 图像数量: 69张
• 核心标签: animal_ears, long_hair, blue_eyes, breasts, grey_hair, medium_breasts, blunt_bangs
• 来源: 从多个网站爬取，如danbooru, pixiv, zerochan等

数据集包列表

名称	图像数量	大小	类型	描述
raw	69	137.26 MiB	Waifuc-Raw	原始数据，包含元信息（最小边对齐到1400像素，如果更大）
1200	69	111.22 MiB	IMG+TXT	短边不超过1200像素的数据集
stage3-p480-1200	182	227.85 MiB	IMG+TXT	3阶段裁剪数据集，面积不小于480x480像素

加载原始数据集

使用waifuc加载原始数据集的示例代码：

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/perlica_arknights, repo_type=dataset, filename=dataset-raw.zip, )

提取文件到指定目录

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	7						1girl, bare_shoulders, looking_at_viewer, off_shoulder, open_jacket, solo, white_dress, white_jacket, black_gloves, long_sleeves, sleeveless_dress, black_pantyhose, gradient_background, simple_background, cowboy_shot, parted_lips, pouch, white_background
1	8						1girl, bare_shoulders, looking_at_viewer, sleeveless_dress, white_background, white_dress, white_jacket, off_shoulder, open_jacket, simple_background, solo, upper_body, blush, parted_lips, black_gloves, long_sleeves, closed_mouth, puffy_sleeves, small_breasts
2	5						1girl, bare_shoulders, black_gloves, black_pantyhose, closed_mouth, feet_out_of_frame, long_sleeves, looking_at_viewer, off_shoulder, open_jacket, sleeveless_dress, solo, standing, white_dress, white_jacket, sidelocks, smile, from_above, holding, simple_background, white_background
3	7						1girl, bare_shoulders, black_footwear, black_gloves, black_pantyhose, full_body, off_shoulder, open_jacket, sleeveless_dress, solo, standing, white_dress, white_jacket, looking_at_viewer, shoes, simple_background, white_background, long_sleeves, grey_jacket, holding, parted_lips, shadow, sword

表格版本

#	样本数量	图像1	图像2	图像3	图像4	图像5	1girl	bare_shoulders	looking_at_viewer	off_shoulder	open_jacket	solo	white_dress	white_jacket	black_gloves	long_sleeves	sleeveless_dress	black_pantyhose	gradient_background	simple_background	cowboy_shot	parted_lips	pouch	white_background	upper_body	blush	closed_mouth	puffy_sleeves	small_breasts	feet_out_of_frame	standing	sidelocks	smile	from_above	holding	black_footwear	full_body	shoes	grey_jacket	shadow	sword
0	7						X	X	X	X	X	X	X	X	X	X	X	X	X	X	X	X	X	X
1	8						X	X	X	X	X	X	X	X	X	X	X			X		X		X	X	X	X	X	X
2	5						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		X							X				X	X	X	X	X	X	X