CyberHarem/nurnberg_azurlane

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

# Dataset of nurnberg/ニュルンベルク/纽伦堡 (Azur Lane)

This is the dataset of nurnberg/ニュルンベルク/纽伦堡 (Azur Lane), containing 88 images and their tags.

The core tags of this character are `breasts, horns, large_breasts, red_eyes, grey_hair, long_hair, hat, braid, black_headwear, bangs, very_long_hair, twin_braids`, 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 | 88 | 140.66 MiB | [Download](https://huggingface.co/datasets/CyberHarem/nurnberg_azurlane/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 88 | 74.65 MiB | [Download](https://huggingface.co/datasets/CyberHarem/nurnberg_azurlane/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 230 | 164.68 MiB | [Download](https://huggingface.co/datasets/CyberHarem/nurnberg_azurlane/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 88 | 124.11 MiB | [Download](https://huggingface.co/datasets/CyberHarem/nurnberg_azurlane/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 230 | 235.13 MiB | [Download](https://huggingface.co/datasets/CyberHarem/nurnberg_azurlane/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/nurnberg_azurlane',
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 | 12 |  |  |  |  |  | 1girl, red_necktie, simple_background, solo, looking_at_viewer, upper_body, epaulettes, white_background, black_dress, black_gloves, blush, cross, open_mouth |
| 1 | 15 |  |  |  |  |  | 1girl, looking_at_viewer, solo, black_gloves, black_thighhighs, simple_background, black_panties, white_background, blush, epaulettes, garter_straps, red_necktie, black_dress, ass, holding_weapon, thighs |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | red_necktie | simple_background | solo | looking_at_viewer | upper_body | epaulettes | white_background | black_dress | black_gloves | blush | cross | open_mouth | black_thighhighs | black_panties | garter_straps | ass | holding_weapon | thighs |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------------|:--------------------|:-------|:--------------------|:-------------|:-------------|:-------------------|:--------------|:---------------|:--------|:--------|:-------------|:-------------------|:----------------|:----------------|:------|:-----------------|:---------|
| 0 | 12 |  |  |  |  |  | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | |
| 1 | 15 |  |  |  |  |  | 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

数据集名称

• Dataset of nurnberg/ニュルンベルク/纽伦堡 (Azur Lane)

数据集内容

• 包含内容：88张图像及其标签。
• 核心标签：breasts, horns, large_breasts, red_eyes, grey_hair, long_hair, hat, braid, black_headwear, bangs, very_long_hair, twin_braids。

数据集特性

• 许可：MIT
• 任务类别：text-to-image
• 标签：art, not-for-all-audiences
• 大小类别：n<1K

数据集版本

名称	图像数量	大小	类型	描述
raw	88	140.66 MiB	Waifuc-Raw	包含元信息的原始数据，最小边对齐至1400像素（如果更大）。
800	88	74.65 MiB	IMG+TXT	短边不超过800像素的数据集。
stage3-p480-800	230	164.68 MiB	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素。
1200	88	124.11 MiB	IMG+TXT	短边不超过1200像素的数据集。
stage3-p480-1200	230	235.13 MiB	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素。

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/nurnberg_azurlane, 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])

标签聚类结果

#	样本数	标签
0	12	1girl, red_necktie, simple_background, solo, looking_at_viewer, upper_body, epaulettes, white_background, black_dress, black_gloves, blush, cross, open_mouth
1	15	1girl, looking_at_viewer, solo, black_gloves, black_thighhighs, simple_background, black_panties, white_background, blush, epaulettes, garter_straps, red_necktie, black_dress, ass, holding_weapon, thighs