CyberHarem/hoshiguma_arknights

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

# Dataset of hoshiguma/ホシグマ/星熊 (Arknights)

This is the dataset of hoshiguma/ホシグマ/星熊 (Arknights), containing 500 images and their tags.

The core tags of this character are `horns, single_horn, green_hair, long_hair, breasts, yellow_eyes, hair_between_eyes, large_breasts`, 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 | 500 | 990.01 MiB | [Download](https://huggingface.co/datasets/CyberHarem/hoshiguma_arknights/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 500 | 457.29 MiB | [Download](https://huggingface.co/datasets/CyberHarem/hoshiguma_arknights/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 1252 | 988.39 MiB | [Download](https://huggingface.co/datasets/CyberHarem/hoshiguma_arknights/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 500 | 822.22 MiB | [Download](https://huggingface.co/datasets/CyberHarem/hoshiguma_arknights/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 1252 | 1.55 GiB | [Download](https://huggingface.co/datasets/CyberHarem/hoshiguma_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/hoshiguma_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 | 6 |  |  |  |  |  | 1girl, bare_shoulders, black_shirt, sleeveless_shirt, solo, upper_body, breastplate, closed_mouth, looking_at_viewer, holding_shield |
| 1 | 14 |  |  |  |  |  | 1girl, black_shirt, solo, bare_shoulders, black_gloves, breastplate, upper_body, open_mouth, sleeveless_shirt, looking_at_viewer, arm_ribbon, holding_shield, simple_background, white_background, green_eyes, smile |
| 2 | 8 |  |  |  |  |  | 1girl, arm_ribbon, bare_shoulders, black_gloves, black_pants, black_shirt, breastplate, looking_at_viewer, sleeveless_shirt, solo, jacket_around_waist, holding_shield, open_mouth, cowboy_shot |
| 3 | 5 |  |  |  |  |  | 1girl, arm_ribbon, bare_shoulders, black_footwear, black_pants, black_shirt, boots, full_body, jacket_around_waist, knee_pads, looking_at_viewer, simple_background, sleeveless_shirt, solo, black_gloves, breastplate, white_background, closed_mouth, sitting, green_eyes, shield, standing, very_long_hair |
| 4 | 9 |  |  |  |  |  | 1girl, black_shirt, cowboy_shot, holding_sword, long_sleeves, official_alternate_costume, solo, belt, looking_at_viewer, magatama_necklace, oni_mask, holding_shield, grey_pants, katana, closed_mouth, scar_on_face, arm_ribbon, smile, very_long_hair |
| 5 | 6 |  |  |  |  |  | 1girl, black_shirt, holding_sword, katana, long_sleeves, official_alternate_costume, oni_mask, shoulder_cutout, solo, looking_at_viewer, smile, belt, grey_pants, very_long_hair, bare_shoulders, holding_shield, magatama_necklace, sheath |
| 6 | 6 |  |  |  |  |  | 1girl, bare_shoulders, cleavage, necklace, solo, very_long_hair, looking_at_viewer, ponytail, spaghetti_strap, bracelet, camisole, sitting, black_belt, black_dress, red_choker, simple_background, white_background |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | bare_shoulders | black_shirt | sleeveless_shirt | solo | upper_body | breastplate | closed_mouth | looking_at_viewer | holding_shield | black_gloves | open_mouth | arm_ribbon | simple_background | white_background | green_eyes | smile | black_pants | jacket_around_waist | cowboy_shot | black_footwear | boots | full_body | knee_pads | sitting | shield | standing | very_long_hair | holding_sword | long_sleeves | official_alternate_costume | belt | magatama_necklace | oni_mask | grey_pants | katana | scar_on_face | shoulder_cutout | sheath | cleavage | necklace | ponytail | spaghetti_strap | bracelet | camisole | black_belt | black_dress | red_choker |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-----------------|:--------------|:-------------------|:-------|:-------------|:--------------|:---------------|:--------------------|:-----------------|:---------------|:-------------|:-------------|:--------------------|:-------------------|:-------------|:--------|:--------------|:----------------------|:--------------|:-----------------|:--------|:------------|:------------|:----------|:---------|:-----------|:-----------------|:----------------|:---------------|:-----------------------------|:-------|:--------------------|:-----------|:-------------|:---------|:---------------|:------------------|:---------|:-----------|:-----------|:-----------|:------------------|:-----------|:-----------|:-------------|:--------------|:-------------|
| 0 | 6 |  |  |  |  |  | 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 | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 2 | 8 |  |  |  |  |  | X | X | X | X | X | | X | | X | X | X | X | X | | | | | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 3 | 5 |  |  |  |  |  | X | X | X | X | X | | X | X | X | | X | | X | X | X | X | | X | X | | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | |
| 4 | 9 |  |  |  |  |  | X | | X | | X | | | X | X | X | | | X | | | | X | | | X | | | | | | | | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | |
| 5 | 6 |  |  |  |  |  | X | X | X | | X | | | | X | X | | | | | | | X | | | | | | | | | | | X | X | X | X | X | X | X | X | X | | X | X | | | | | | | | | |
| 6 | 6 |  |  |  |  |  | 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：hoshiguma/ホシグマ/星熊 (Arknights)

数据集基本信息

• 名称：hoshiguma/ホシグマ/星熊 (Arknights)
• 内容：包含500张图像及其标签。
• 核心标签：horns, single_horn, green_hair, long_hair, breasts, yellow_eyes, hair_between_eyes, large_breasts
• 许可证：MIT
• 任务类别：text-to-image
• 标签：art, not-for-all-audiences
• 大小类别：n<1K

数据集包详情

名称	图像数量	大小	类型	描述
raw	500	990.01 MiB	Waifuc-Raw	原始数据，包含元信息，最小边对齐至1400像素（如果更大）。
800	500	457.29 MiB	IMG+TXT	短边不超过800像素的图像数据集。
stage3-p480-800	1252	988.39 MiB	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素。
1200	500	822.22 MiB	IMG+TXT	短边不超过1200像素的图像数据集。
stage3-p480-1200	1252	1.55 GiB	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
• 加载方法：提供了一个Python脚本，用于下载和解压数据集，并使用waifuc加载。

数据集标签集群

• 集群列表：提供了多个标签集群，每个集群包含多个样本图像及其详细标签。
• 集群示例：
  • 集群0：包含6个样本，标签包括1girl, bare_shoulders, black_shirt, sleeveless_shirt, solo, upper_body, breastplate, closed_mouth, looking_at_viewer, holding_shield。
  • 集群1：包含14个样本，标签包括1girl, black_shirt, solo, bare_shoulders, black_gloves, breastplate, upper_body, open_mouth, sleeveless_shirt, looking_at_viewer, arm_ribbon, holding_shield, simple_background, white_background, green_eyes, smile。
  • 集群2：包含8个样本，标签包括1girl, arm_ribbon, bare_shoulders, black_gloves, black_pants, black_shirt, breastplate, looking_at_viewer, sleeveless_shirt, solo, jacket_around_waist, holding_shield, open_mouth, cowboy_shot。
  • 集群3：包含5个样本，标签包括1girl, arm_ribbon, bare_shoulders, black_footwear, black_pants, black_shirt, boots, full_body, jacket_around_waist, knee_pads, looking_at_viewer, simple_background, sleeveless_shirt, solo, black_gloves, breastplate, white_background, closed_mouth, sitting, green_eyes, shield, standing, very_long_hair。
  • 集群4：包含9个样本，标签包括1girl, black_shirt, cowboy_shot, holding_sword, long_sleeves, official_alternate_costume, solo, belt, looking_at_viewer, magatama_necklace, oni_mask, holding_shield, grey_pants, katana, closed_mouth, scar_on_face, arm_ribbon, smile, very_long_hair。
  • 集群5：包含6个样本，标签包括1girl, black_shirt, holding_sword, katana, long_sleeves, official_alternate_costume, oni_mask, shoulder_cutout, solo, looking_at_viewer, smile, belt, grey_pants, very_long_hair, bare_shoulders, holding_shield, magatama_necklace, sheath。
  • 集群6：包含6个样本，标签包括1girl, bare_shoulders, cleavage, necklace, solo, very_long_hair, looking_at_viewer, ponytail, spaghetti_strap, bracelet, camisole, sitting, black_belt, black_dress, red_choker, simple_background, white_background。