CyberHarem/imhotep_neuralcloud

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

# Dataset of imhotep/イムホテプ/伊姆赫特 (Neural Cloud)

This is the dataset of imhotep/イムホテプ/伊姆赫特 (Neural Cloud), containing 18 images and their tags.

The core tags of this character are `black_hair, bangs, multicolored_hair, yellow_eyes, blonde_hair, dark_skin, animal_ears, dark-skinned_female, mole, mole_under_eye, breasts, two-tone_hair, long_hair, streaked_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 | 18 | 25.16 MiB | [Download](https://huggingface.co/datasets/CyberHarem/imhotep_neuralcloud/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 18 | 14.80 MiB | [Download](https://huggingface.co/datasets/CyberHarem/imhotep_neuralcloud/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 45 | 29.29 MiB | [Download](https://huggingface.co/datasets/CyberHarem/imhotep_neuralcloud/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 18 | 22.27 MiB | [Download](https://huggingface.co/datasets/CyberHarem/imhotep_neuralcloud/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 45 | 41.81 MiB | [Download](https://huggingface.co/datasets/CyberHarem/imhotep_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/imhotep_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 | 18 |  |  |  |  |  | 1girl, looking_at_viewer, solo, smile, bare_shoulders, jewelry, navel |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | looking_at_viewer | solo | smile | bare_shoulders | jewelry | navel |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------------------|:-------|:--------|:-----------------|:----------|:--------|
| 0 | 18 |  |  |  |  |  | X | X | X | X | X | X | X |

原始信息汇总

数据集概述

数据集名称

• 名称: imhotep/イムホテプ/伊姆赫特 (Neural Cloud)

数据集内容

• 描述: 包含18张图像及其标签。
• 核心标签: black_hair, bangs, multicolored_hair, yellow_eyes, blonde_hair, dark_skin, animal_ears, dark-skinned_female, mole, mole_under_eye, breasts, two-tone_hair, long_hair, streaked_hair

数据集版本与下载

名称	图像数量	大小	下载链接	类型	描述
raw	18	25.16 MiB	下载	Waifuc-Raw	原始数据，包含元信息（最小边对齐至1400像素）
800	18	14.80 MiB	下载	IMG+TXT	短边不超过800像素的图像数据集
stage3-p480-800	45	29.29 MiB	下载	IMG+TXT	三阶段裁剪，区域不小于480x480像素的数据集
1200	18	22.27 MiB	下载	IMG+TXT	短边不超过1200像素的图像数据集
stage3-p480-1200	45	41.81 MiB	下载	IMG+TXT	三阶段裁剪，区域不小于480x480像素的数据集

数据集加载

• 加载工具: waifuc

• 加载代码示例: python import os import zipfile

  from huggingface_hub import hf_hub_download from waifuc.source import LocalSource

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

  dataset_dir = dataset_dir os.makedirs(dataset_dir, exist_ok=True) with zipfile.ZipFile(zip_file, r) as zf: zf.extractall(dataset_dir)

  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

#	样本数量	Img-1	Img-2	Img-3	Img-4	Img-5	标签
0	18						1girl, looking_at_viewer, solo, smile, bare_shoulders, jewelry, navel