CyberHarem/ameli_girlsfrontline

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

# Dataset of ameli/Ameli/阿梅利 (Girls' Frontline)

This is the dataset of ameli/Ameli/阿梅利 (Girls' Frontline), containing 29 images and their tags.

The core tags of this character are `breasts, long_hair, green_hair, large_breasts, hair_between_eyes, red_eyes, bangs, very_long_hair, hair_ornament, hairclip`, 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 | 33.95 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ameli_girlsfrontline/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 29 | 19.60 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ameli_girlsfrontline/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 69 | 42.68 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ameli_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 29 | 30.09 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ameli_girlsfrontline/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 69 | 60.78 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ameli_girlsfrontline/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/ameli_girlsfrontline',
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, solo, blush, cleavage, looking_at_viewer, black_thighhighs, pleated_skirt, fingerless_gloves, white_gloves, black_hair, open_mouth, underboob |
| 1 | 5 |  |  |  |  |  | 1girl, blush, eyewear_on_head, official_alternate_costume, cleavage, hair_ribbon, heart, looking_at_viewer, navel, solo, tattoo, bare_shoulders, choker, earrings, sunglasses, closed_mouth, fingerless_gloves, green_bikini, open_mouth, skindentation, stomach, white_bikini |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | solo | blush | cleavage | looking_at_viewer | black_thighhighs | pleated_skirt | fingerless_gloves | white_gloves | black_hair | open_mouth | underboob | eyewear_on_head | official_alternate_costume | hair_ribbon | heart | navel | tattoo | bare_shoulders | choker | earrings | sunglasses | closed_mouth | green_bikini | skindentation | stomach | white_bikini |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-------|:--------|:-----------|:--------------------|:-------------------|:----------------|:--------------------|:---------------|:-------------|:-------------|:------------|:------------------|:-----------------------------|:--------------|:--------|:--------|:---------|:-----------------|:---------|:-----------|:-------------|:---------------|:---------------|:----------------|:----------|:---------------|
| 0 | 12 |  |  |  |  |  | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | |
| 1 | 5 |  |  |  |  |  | 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：ameli/Ameli/阿梅利 (Girls Frontline)

数据集基本信息

• 许可证: MIT
• 任务类别: 文本到图像
• 标签: 艺术, 不适用于所有观众
• 大小类别: 小于1K

数据集内容

• 描述: 包含29张图像及其标签，主要标签包括breasts, long_hair, green_hair, large_breasts, hair_between_eyes, red_eyes, bangs, very_long_hair, hair_ornament, hairclip。
• 来源: 图像从多个网站爬取，如danbooru, pixiv, zerochan等，由DeepGHS Team提供技术支持。

数据集包信息

名称	图像数量	大小	下载链接	类型	描述
raw	29	33.95 MiB	下载	Waifuc-Raw	包含元信息的原始数据（最小边对齐到1400像素）。
800	29	19.60 MiB	下载	IMG+TXT	短边不超过800像素的数据集。
stage3-p480-800	69	42.68 MiB	下载	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素。
1200	29	30.09 MiB	下载	IMG+TXT	短边不超过1200像素的数据集。
stage3-p480-1200	69	60.78 MiB	下载	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: 使用waifuc加载原始数据集。

• 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/ameli_girlsfrontline, 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

• 聚类列表: 提供了标签聚类结果，可能包含可挖掘的服装信息。
• 示例:
  • 集群0: 包含12个样本，主要标签包括1girl, solo, blush, cleavage, looking_at_viewer, black_thighhighs, pleated_skirt, fingerless_gloves, white_gloves, black_hair, open_mouth, underboob。
  • 集群1: 包含5个样本，主要标签包括1girl, blush, eyewear_on_head, official_alternate_costume, cleavage, hair_ribbon, heart, looking_at_viewer, navel, solo, tattoo, bare_shoulders, choker, earrings, sunglasses, closed_mouth, fingerless_gloves, green_bikini, open_mouth, skindentation, stomach, white_bikini。