CyberHarem/turing_neuralcloud

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

# Dataset of turing/チューリング/图灵 (Neural Cloud)

This is the dataset of turing/チューリング/图灵 (Neural Cloud), containing 22 images and their tags.

The core tags of this character are `animal_ears, brown_hair, long_hair, hair_ornament, breasts, bangs, animal_ear_fluff, large_breasts, braid, hair_between_eyes, tail`, 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 | 22 | 34.58 MiB | [Download](https://huggingface.co/datasets/CyberHarem/turing_neuralcloud/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 22 | 17.91 MiB | [Download](https://huggingface.co/datasets/CyberHarem/turing_neuralcloud/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 53 | 39.65 MiB | [Download](https://huggingface.co/datasets/CyberHarem/turing_neuralcloud/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 22 | 29.57 MiB | [Download](https://huggingface.co/datasets/CyberHarem/turing_neuralcloud/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 53 | 57.05 MiB | [Download](https://huggingface.co/datasets/CyberHarem/turing_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/turing_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 | 22 |  |  |  |  |  | 1girl, looking_at_viewer, solo, smile, white_shirt, simple_background, yellow_gloves, cleavage_cutout, closed_mouth, black_pants, open_clothes, white_background, id_card, long_sleeves, white_jacket |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | looking_at_viewer | solo | smile | white_shirt | simple_background | yellow_gloves | cleavage_cutout | closed_mouth | black_pants | open_clothes | white_background | id_card | long_sleeves | white_jacket |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------------------|:-------|:--------|:--------------|:--------------------|:----------------|:------------------|:---------------|:--------------|:---------------|:-------------------|:----------|:---------------|:---------------|
| 0 | 22 |  |  |  |  |  | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X |

This is the dataset of turing/チューリング/图灵 (Neural Cloud), containing 22 images and their tags. The images have specific core tags such as animal_ears, brown_hair, long_hair and are sourced from various sites like danbooru, pixiv, zerochan. The dataset offers multiple formats and sizes for download, including raw data and versions with different resolutions. Additionally, the dataset provides tag clustering results, which are useful for further data mining.

原始信息汇总

数据集概述

基本信息

• 数据集名称: turing/チューリング/图灵 (Neural Cloud)
• 许可证: MIT
• 任务类别: 文本到图像
• 标签: 艺术, 非所有观众适用
• 数据量: n<1K

数据集内容

• 图像数量: 22张
• 核心标签: animal_ears, brown_hair, long_hair, hair_ornament, breasts, bangs, animal_ear_fluff, large_breasts, braid, hair_between_eyes, tail

数据包列表

名称	图像数量	大小	类型	描述
raw	22	34.58 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	22	17.91 MiB	IMG+TXT	短边不超过800像素的数据集。
stage3-p480-800	53	39.65 MiB	IMG+TXT	3阶段裁剪数据集，区域不小于480x480像素。
1200	22	29.57 MiB	IMG+TXT	短边不超过1200像素的数据集。
stage3-p480-1200	53	57.05 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

#	样本数量	图像示例1	图像示例2	图像示例3	图像示例4	图像示例5	标签
0	22						1girl, looking_at_viewer, solo, smile, white_shirt, simple_background, yellow_gloves, cleavage_cutout, closed_mouth, black_pants, open_clothes, white_background, id_card, long_sleeves, white_jacket