CyberHarem/mulberry_arknights

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

# Dataset of mulberry/マルベリー/桑葚 (Arknights)

This is the dataset of mulberry/マルベリー/桑葚 (Arknights), containing 133 images and their tags.

The core tags of this character are `long_hair, grey_hair, blue_eyes, breasts, very_long_hair, goggles_on_head, hair_between_eyes`, 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 | 133 | 252.01 MiB | [Download](https://huggingface.co/datasets/CyberHarem/mulberry_arknights/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 1200 | 133 | 205.95 MiB | [Download](https://huggingface.co/datasets/CyberHarem/mulberry_arknights/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 353 | 407.22 MiB | [Download](https://huggingface.co/datasets/CyberHarem/mulberry_arknights/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/mulberry_arknights',
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 | 21 |  |  |  |  |  | 1girl, black_gloves, solo, goggles, hooded_cape, looking_at_viewer, white_shirt, white_background, black_cape, hood_up, simple_background, fingerless_gloves, bead_bracelet, hooded_cloak, upper_body, black_cloak, medium_breasts, white_dress, parted_lips, id_card, closed_mouth, holding_staff |
| 1 | 7 |  |  |  |  |  | 1girl, black_cape, black_gloves, fingerless_gloves, goggles, hood_up, hooded_cape, pouch, solo, white_shirt, black_footwear, holding_staff, hooded_cloak, looking_at_viewer, white_dress, black_socks, boots, full_body, id_card, infection_monitor_(arknights), parted_lips, simple_background, standing, thigh_strap, white_background, black_cloak |
| 2 | 5 |  |  |  |  |  | 1girl, bead_bracelet, bun_cover, closed_mouth, double_bun, looking_at_viewer, purple_eyes, solo, black_shorts, green_gloves, official_alternate_costume, single_glove, cowboy_shot, holding_bottle, short_sleeves, simple_background, white_background, dress, hand_up, long_sleeves, medium_breasts, plant |
| 3 | 14 |  |  |  |  |  | 1girl, long_sleeves, solo, looking_at_viewer, parted_lips, sleeves_past_fingers, white_hair, flower, blue_dress, blue_ribbon, hair_ornament, see-through, white_dress, full_moon |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | black_gloves | solo | goggles | hooded_cape | looking_at_viewer | white_shirt | white_background | black_cape | hood_up | simple_background | fingerless_gloves | bead_bracelet | hooded_cloak | upper_body | black_cloak | medium_breasts | white_dress | parted_lips | id_card | closed_mouth | holding_staff | pouch | black_footwear | black_socks | boots | full_body | infection_monitor_(arknights) | standing | thigh_strap | bun_cover | double_bun | purple_eyes | black_shorts | green_gloves | official_alternate_costume | single_glove | cowboy_shot | holding_bottle | short_sleeves | dress | hand_up | long_sleeves | plant | sleeves_past_fingers | white_hair | flower | blue_dress | blue_ribbon | hair_ornament | see-through | full_moon |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:---------------|:-------|:----------|:--------------|:--------------------|:--------------|:-------------------|:-------------|:----------|:--------------------|:--------------------|:----------------|:---------------|:-------------|:--------------|:-----------------|:--------------|:--------------|:----------|:---------------|:----------------|:--------|:-----------------|:--------------|:--------|:------------|:--------------------------------|:-----------|:--------------|:------------|:-------------|:--------------|:---------------|:---------------|:-----------------------------|:---------------|:--------------|:-----------------|:----------------|:--------|:----------|:---------------|:--------|:-----------------------|:-------------|:---------|:-------------|:--------------|:----------------|:--------------|:------------|
| 0 | 21 |  |  |  |  |  | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 1 | 7 |  |  |  |  |  | X | X | 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 | | | | | | | | | | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | |
| 3 | 14 |  |  |  |  |  | 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

• 名称: Dataset of mulberry/マルベリー/桑葚 (Arknights)

数据集内容

• 包含内容: 133张图像及其标签
• 核心标签: long_hair, grey_hair, blue_eyes, breasts, very_long_hair, goggles_on_head, hair_between_eyes

数据集来源

• 来源: 从多个网站（如danbooru, pixiv, zerochan等）爬取
• 爬取系统: 由DeepGHS Team提供

数据集版本

• 版本:
  • raw: 包含133张图像，大小为252.01 MiB
  • 1200: 包含133张图像，大小为205.95 MiB
  • stage3-p480-1200: 包含353张图像，大小为407.22 MiB

数据集使用

• 使用工具: 支持使用waifuc加载

• 加载代码示例: 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/mulberry_arknights, 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])

数据集标签集群

• 集群列表:
  • 集群0: 包含21个样本，主要标签包括1girl, black_gloves, solo等
  • 集群1: 包含7个样本，主要标签包括1girl, black_cape, black_gloves等
  • 集群2: 包含5个样本，主要标签包括1girl, bead_bracelet, bun_cover等
  • 集群3: 包含14个样本，主要标签包括1girl, long_sleeves, solo等