CyberHarem/brynhild_fgo

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

# Dataset of brynhild/ブリュンヒルデ/布伦希尔德 (Fate/Grand Order)

This is the dataset of brynhild/ブリュンヒルデ/布伦希尔德 (Fate/Grand Order), containing 319 images and their tags.

The core tags of this character are `long_hair, purple_eyes, very_long_hair, breasts, blue_hair, white_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 | 319 | 434.92 MiB | [Download](https://huggingface.co/datasets/CyberHarem/brynhild_fgo/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 1200 | 319 | 389.52 MiB | [Download](https://huggingface.co/datasets/CyberHarem/brynhild_fgo/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 719 | 692.24 MiB | [Download](https://huggingface.co/datasets/CyberHarem/brynhild_fgo/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/brynhild_fgo',
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 | 8 |  |  |  |  |  | 1girl, looking_at_viewer, solo, bare_shoulders, hair_flower, large_breasts, smile, gloves, black_dress, blue_rose, blush, cleavage, closed_mouth, braid |
| 1 | 14 |  |  |  |  |  | 1girl, looking_at_viewer, solo, white_bikini, bare_shoulders, cleavage, side_ponytail, bridal_garter, glasses, hair_ornament, large_breasts, multicolored_hair, navel, smile, thigh_strap, blush, collarbone, thighs, day, neck_garter, purple_scrunchie, sitting, sky, under-rim_eyewear |
| 2 | 5 |  |  |  |  |  | 1girl, armor, gauntlets, skirt, solo, spear, thighhighs, hair_over_one_eye |
| 3 | 11 |  |  |  |  |  | 1girl, armor, solo, spear, gauntlets, skirt, thighhighs, holding_weapon, looking_at_viewer |
| 4 | 8 |  |  |  |  |  | 1girl, armor, skirt, solo, gauntlets, looking_at_viewer, thighhighs, large_breasts, sitting, bare_shoulders, blush, smile, white_background |
| 5 | 21 |  |  |  |  |  | 1girl, solo, cheerleader, looking_at_viewer, pom_pom_(cheerleading), bare_shoulders, midriff, navel, miniskirt, blush, smile, crop_top, pleated_skirt, heart, underboob, thigh_strap, black_skirt, large_breasts |
| 6 | 9 |  |  |  |  |  | braided_ponytail, earrings, single_braid, 1girl, see-through, solo, blush, looking_at_viewer, black_gloves, corset, skirt, smile, alternate_costume, handbag, long_braid, bracelet |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | looking_at_viewer | solo | bare_shoulders | hair_flower | large_breasts | smile | gloves | black_dress | blue_rose | blush | cleavage | closed_mouth | braid | white_bikini | side_ponytail | bridal_garter | glasses | hair_ornament | multicolored_hair | navel | thigh_strap | collarbone | thighs | day | neck_garter | purple_scrunchie | sitting | sky | under-rim_eyewear | armor | gauntlets | skirt | spear | thighhighs | hair_over_one_eye | holding_weapon | white_background | cheerleader | pom_pom_(cheerleading) | midriff | miniskirt | crop_top | pleated_skirt | heart | underboob | black_skirt | braided_ponytail | earrings | single_braid | see-through | black_gloves | corset | alternate_costume | handbag | long_braid | bracelet |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------------------|:-------|:-----------------|:--------------|:----------------|:--------|:---------|:--------------|:------------|:--------|:-----------|:---------------|:--------|:---------------|:----------------|:----------------|:----------|:----------------|:--------------------|:--------|:--------------|:-------------|:---------|:------|:--------------|:-------------------|:----------|:------|:--------------------|:--------|:------------|:--------|:--------|:-------------|:--------------------|:-----------------|:-------------------|:--------------|:-------------------------|:----------|:------------|:-----------|:----------------|:--------|:------------|:--------------|:-------------------|:-----------|:---------------|:--------------|:---------------|:---------|:--------------------|:----------|:-------------|:-----------|
| 0 | 8 |  |  |  |  |  | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 1 | 14 |  |  |  |  |  | X | X | X | X | | X | X | | | | X | X | | | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 2 | 5 |  |  |  |  |  | X | | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | |
| 3 | 11 |  |  |  |  |  | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | X | X | X | X | X | | X | | | | | | | | | | | | | | | | | | | | |
| 4 | 8 |  |  |  |  |  | X | X | X | X | | X | X | | | | X | | | | | | | | | | | | | | | | | X | | | X | X | X | | X | | | X | | | | | | | | | | | | | | | | | | | |
| 5 | 21 |  |  |  |  |  | X | X | X | X | | X | X | | | | X | | | | | | | | | | X | X | | | | | | | | | | | | | | | | | X | X | X | X | X | X | X | X | X | | | | | | | | | | |
| 6 | 9 |  |  |  |  |  | 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：brynhild/ブリュンヒルデ/布伦希尔德 (Fate/Grand Order)

数据集基本信息

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

数据集内容

• 包含内容: 319张图像及其标签
• 核心标签: long_hair, purple_eyes, very_long_hair, breasts, blue_hair, white_hair
• 图像来源: 多个网站，如danbooru, pixiv, zerochan等，由DeepGHS Team的自动爬虫系统收集

数据集包列表

名称	图像数量	大小	下载链接	类型	描述
raw	319	434.92 MiB	下载	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）
1200	319	389.52 MiB	下载	IMG+TXT	短边不超过1200像素的数据集
stage3-p480-1200	719	692.24 MiB	下载	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素

数据集使用

• 加载原始数据集: 提供给waifuc加载的原始数据集，包括标记的图像。使用示例代码如下：

python import os import zipfile

from huggingface_hub import hf_hub_download from waifuc.source import LocalSource

下载原始归档文件

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

提取文件至目录

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

使用waifuc加载数据集

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: 提供了标签聚类的结果，可能包含可挖掘的服装信息。

聚类列表（示例）

#	样本数	图像示例	标签
0	8	至	1girl, looking_at_viewer, solo, bare_shoulders, hair_flower, large_breasts, smile, gloves, black_dress, blue_rose, blush, cleavage, closed_mouth, braid
1	14	至	1girl, looking_at_viewer, solo, white_bikini, bare_shoulders, cleavage, side_ponytail, bridal_garter, glasses, hair_ornament, large_breasts, multicolored_hair, navel, smile, thigh_strap, blush, collarbone, thighs, day, neck_garter, purple_scrunchie, sitting, sky, under-rim_eyewear
2	5	至	1girl, armor, gauntlets, skirt, solo, spear, thighhighs, hair_over_one_eye
3	11	至	1girl, armor, solo, spear, gauntlets, skirt, thighhighs, holding_weapon, looking_at_viewer
4	8	至	1girl, armor, skirt, solo, gauntlets, looking_at_viewer, thighhighs, large_breasts, sitting, bare_shoulders, blush, smile, white_background
5	21	至	1girl, solo, cheerleader, looking_at_viewer, pom_pom_(cheerleading), bare_shoulders, midriff, navel, miniskirt, blush, smile, crop_top, pleated_skirt, heart, underboob, thigh_strap, black_skirt, large_breasts
6	9	至	braided_ponytail, earrings, single_braid, 1girl, see-through, solo, blush, looking_at_viewer, black_gloves, corset, skirt, smile, alternate_costume, handbag, long_braid, bracelet