CyberHarem/ksenia_neuralcloud

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

# Dataset of ksenia/クシーニヤ/科谢尼娅 (Neural Cloud)

This is the dataset of ksenia/クシーニヤ/科谢尼娅 (Neural Cloud), containing 29 images and their tags.

The core tags of this character are `blue_eyes, long_hair, black_hair, breasts, bangs, very_long_hair, ahoge, hat, medium_breasts, white_headwear`, 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 | 29 | 37.23 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ksenia_neuralcloud/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 29 | 20.43 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ksenia_neuralcloud/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 74 | 43.93 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ksenia_neuralcloud/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 29 | 32.77 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ksenia_neuralcloud/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 74 | 60.44 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ksenia_neuralcloud/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/ksenia_neuralcloud',
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 | 10 |  |  |  |  |  | 1girl, solo, looking_at_viewer, simple_background, blush, fur_trim, handgun, holding_gun, coat, full_body, skirt, white_background, collarbone, dress, fur_hat, single_kneehigh, single_thighhigh, thigh_strap, uneven_legwear, boots, brown_gloves, long_sleeves, mod3_(girls'_frontline), smile, tongue_out, torn_clothes, trigger_discipline |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | solo | looking_at_viewer | simple_background | blush | fur_trim | handgun | holding_gun | coat | full_body | skirt | white_background | collarbone | dress | fur_hat | single_kneehigh | single_thighhigh | thigh_strap | uneven_legwear | boots | brown_gloves | long_sleeves | mod3_(girls'_frontline) | smile | tongue_out | torn_clothes | trigger_discipline |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-------|:--------------------|:--------------------|:--------|:-----------|:----------|:--------------|:-------|:------------|:--------|:-------------------|:-------------|:--------|:----------|:------------------|:-------------------|:--------------|:-----------------|:--------|:---------------|:---------------|:--------------------------|:--------|:-------------|:---------------|:---------------------|
| 0 | 10 |  |  |  |  |  | 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 |

原始信息汇总

数据集概述：ksenia/クシーニヤ/科谢尼娅 (Neural Cloud)

数据集基本信息

• 数据集名称：ksenia/クシーニヤ/科谢尼娅 (Neural Cloud)
• 包含内容：29张图像及其标签
• 核心标签：blue_eyes, long_hair, black_hair, breasts, bangs, very_long_hair, ahoge, hat, medium_breasts, white_headwear
• 许可证：MIT
• 任务类别：text-to-image
• 标签：art, not-for-all-audiences
• 大小类别：n<1K

数据集下载

包名	图像数量	大小	下载链接	类型	描述
raw	29	37.23 MiB	下载	Waifuc-Raw	包含元信息的原始数据（如果较大，则最小边缘对齐到1400）。
800	29	20.43 MiB	下载	IMG+TXT	短边不超过800像素的数据集。
stage3-p480-800	74	43.93 MiB	下载	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素。
1200	29	32.77 MiB	下载	IMG+TXT	短边不超过1200像素的数据集。
stage3-p480-1200	74	60.44 MiB	下载	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素。

数据集使用

加载原始数据集

使用waifuc加载原始数据集的示例代码如下：

python import os import zipfile

from huggingface_hub import hf_hub_download from waifuc.source import LocalSource

下载原始存档文件

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

提取文件到您的目录

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])

数据集标签聚类结果

原始文本版本

#	样本数	图像1	图像2	图像3	图像4	图像5	标签
0	10						1girl, solo, looking_at_viewer, simple_background, blush, fur_trim, handgun, holding_gun, coat, full_body, skirt, white_background, collarbone, dress, fur_hat, single_kneehigh, single_thighhigh, thigh_strap, uneven_legwear, boots, brown_gloves, long_sleeves, mod3_(girls_frontline), smile, tongue_out, torn_clothes, trigger_discipline

表格版本

#	样本数	图像1	图像2	图像3	图像4	图像5	1girl	solo	looking_at_viewer	simple_background	blush	fur_trim	handgun	holding_gun	coat	full_body	skirt	white_background	collarbone	dress	fur_hat	single_kneehigh	single_thighhigh	thigh_strap	uneven_legwear	boots	brown_gloves	long_sleeves	mod3_(girls_frontline)	smile	tongue_out	torn_clothes	trigger_discipline
0	10						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