CyberHarem/hubble_neuralcloud

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

# Dataset of hubble/ハッブル/赫波 (Neural Cloud)

This is the dataset of hubble/ハッブル/赫波 (Neural Cloud), containing 23 images and their tags.

The core tags of this character are `long_hair, breasts, blue_hair, blue_eyes, very_long_hair, bangs, large_breasts, braid, multicolored_hair`, 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 | 23 | 50.84 MiB | [Download](https://huggingface.co/datasets/CyberHarem/hubble_neuralcloud/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 23 | 22.67 MiB | [Download](https://huggingface.co/datasets/CyberHarem/hubble_neuralcloud/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 61 | 49.62 MiB | [Download](https://huggingface.co/datasets/CyberHarem/hubble_neuralcloud/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 23 | 41.03 MiB | [Download](https://huggingface.co/datasets/CyberHarem/hubble_neuralcloud/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 61 | 75.46 MiB | [Download](https://huggingface.co/datasets/CyberHarem/hubble_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/hubble_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 | 23 |  |  |  |  |  | 1girl, solo, cleavage, looking_at_viewer, smile, necklace, white_dress, belt, fingerless_gloves |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | solo | cleavage | looking_at_viewer | smile | necklace | white_dress | belt | fingerless_gloves |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-------|:-----------|:--------------------|:--------|:-----------|:--------------|:-------|:--------------------|
| 0 | 23 |  |  |  |  |  | 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 hubble/ハッブル/赫波 (Neural Cloud)
• 包含内容: 23张图片及其标签
• 核心标签: long_hair, breasts, blue_hair, blue_eyes, very_long_hair, bangs, large_breasts, braid, multicolored_hair

数据集包列表

名称	图片数量	大小	类型	描述
raw	23	50.84 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	23	22.67 MiB	IMG+TXT	短边不超过800像素的数据集。
stage3-p480-800	61	49.62 MiB	IMG+TXT	3阶段裁剪数据集，区域不小于480x480像素。
1200	23	41.03 MiB	IMG+TXT	短边不超过1200像素的数据集。
stage3-p480-1200	61	75.46 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	Img-1	Img-2	Img-3	Img-4	Img-5	标签
0	23						1girl, solo, cleavage, looking_at_viewer, smile, necklace, white_dress, belt, fingerless_gloves

表格版本

#	样本数量	Img-1	Img-2	Img-3	Img-4	Img-5	1girl	solo	cleavage	looking_at_viewer	smile	necklace	white_dress	belt	fingerless_gloves
0	23						X	X	X	X	X	X	X	X	X