CyberHarem/silence_arknights

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

# Dataset of silence/サイレンス/赫默 (Arknights)

This is the dataset of silence/サイレンス/赫默 (Arknights), containing 483 images and their tags.

The core tags of this character are `brown_hair, short_hair, glasses, feather_hair, owl_ears, semi-rimless_eyewear, brown_eyes, hair_between_eyes, under-rim_eyewear`, 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 | 483 | 730.51 MiB | [Download](https://huggingface.co/datasets/CyberHarem/silence_arknights/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 483 | 379.67 MiB | [Download](https://huggingface.co/datasets/CyberHarem/silence_arknights/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 1107 | 799.23 MiB | [Download](https://huggingface.co/datasets/CyberHarem/silence_arknights/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 483 | 627.26 MiB | [Download](https://huggingface.co/datasets/CyberHarem/silence_arknights/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 1107 | 1.17 GiB | [Download](https://huggingface.co/datasets/CyberHarem/silence_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/silence_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 | 7 |  |  |  |  |  | 1girl, bare_shoulders, solo, black_dress, long_hair, looking_at_viewer, off_shoulder, yellow_eyes, ahoge, fingerless_gloves, id_card, cowboy_shot, earrings, parted_lips, rhine_lab_logo, single_glove, drone, holding_removed_eyewear, jacket, medium_breasts, sleeveless, unworn_eyewear |
| 1 | 12 |  |  |  |  |  | 1girl, armband, hand_up, long_sleeves, solo, upper_body, rhine_lab_logo, simple_background, looking_at_viewer, white_background, closed_mouth, adjusting_eyewear, black-framed_eyewear, id_card, jacket |
| 2 | 7 |  |  |  |  |  | 1girl, looking_at_viewer, portrait, simple_background, solo, white_background, jacket, closed_mouth, orange_eyes |
| 3 | 15 |  |  |  |  |  | 1girl, black_thighhighs, long_sleeves, looking_at_viewer, rhine_lab_logo, simple_background, solo, thigh_strap, single_thighhigh, armband, white_background, cowboy_shot, jacket, black-framed_eyewear, id_card, orange_eyes, vial, closed_mouth |
| 4 | 9 |  |  |  |  |  | 1girl, armband, black_thighhighs, full_body, long_sleeves, rhine_lab_logo, simple_background, single_thighhigh, solo, asymmetrical_legwear, looking_at_viewer, single_sock, white_background, id_card, infection_monitor_(arknights), jacket, thigh_strap, standing, wide_sleeves, ahoge, antenna_hair, black_socks, holding, wings |
| 5 | 16 |  |  |  |  |  | long_sleeves, 1girl, id_card, looking_at_viewer, solo, black_shorts, green_gloves, closed_mouth, rhine_lab_logo, holding, yellow_coat, white_shirt, yellow_eyes, lanyard, open_coat, standing, full_body, mask_around_neck, yellow_jacket |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | bare_shoulders | solo | black_dress | long_hair | looking_at_viewer | off_shoulder | yellow_eyes | ahoge | fingerless_gloves | id_card | cowboy_shot | earrings | parted_lips | rhine_lab_logo | single_glove | drone | holding_removed_eyewear | jacket | medium_breasts | sleeveless | unworn_eyewear | armband | hand_up | long_sleeves | upper_body | simple_background | white_background | closed_mouth | adjusting_eyewear | black-framed_eyewear | portrait | orange_eyes | black_thighhighs | thigh_strap | single_thighhigh | vial | full_body | asymmetrical_legwear | single_sock | infection_monitor_(arknights) | standing | wide_sleeves | antenna_hair | black_socks | holding | wings | black_shorts | green_gloves | yellow_coat | white_shirt | lanyard | open_coat | mask_around_neck | yellow_jacket |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-----------------|:-------|:--------------|:------------|:--------------------|:---------------|:--------------|:--------|:--------------------|:----------|:--------------|:-----------|:--------------|:-----------------|:---------------|:--------|:--------------------------|:---------|:-----------------|:-------------|:-----------------|:----------|:----------|:---------------|:-------------|:--------------------|:-------------------|:---------------|:--------------------|:-----------------------|:-----------|:--------------|:-------------------|:--------------|:-------------------|:-------|:------------|:-----------------------|:--------------|:--------------------------------|:-----------|:---------------|:---------------|:--------------|:----------|:--------|:---------------|:---------------|:--------------|:--------------|:----------|:------------|:-------------------|:----------------|
| 0 | 7 |  |  |  |  |  | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 1 | 12 |  |  |  |  |  | X | | X | | | X | | | | | X | | | | X | | | | X | | | | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | |
| 2 | 7 |  |  |  |  |  | X | | X | | | X | | | | | | | | | | | | | X | | | | | | | | X | X | X | | | X | X | | | | | | | | | | | | | | | | | | | | | | |
| 3 | 15 |  |  |  |  |  | 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 | X | X | X | X | X | | | | | | | | |
| 5 | 16 |  |  |  |  |  | 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：silence/サイレンス/赫默 (Arknights)

数据集基本信息

• 名称：silence/サイレンス/赫默 (Arknights)
• 包含内容：483张图像及其标签
• 核心标签：brown_hair, short_hair, glasses, feather_hair, owl_ears, semi-rimless_eyewear, brown_eyes, hair_between_eyes, under-rim_eyewear
• 许可：MIT
• 任务类别：text-to-image
• 标签：art, not-for-all-audiences
• 大小类别：n<1K

数据集包列表

名称	图像数量	大小	类型	描述
raw	483	730.51 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	483	379.67 MiB	IMG+TXT	短边不超过800像素的数据集
stage3-p480-800	1107	799.23 MiB	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素
1200	483	627.26 MiB	IMG+TXT	短边不超过1200像素的数据集
stage3-p480-1200	1107	1.17 GiB	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素

数据集加载示例

• 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

  下载原始归档文件

  zip_file = hf_hub_download( repo_id=CyberHarem/silence_arknights, 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])

数据集标签集群列表

集群示例（部分）

#	样本数	标签（部分）
0	7	1girl, bare_shoulders, solo, black_dress, long_hair, looking_at_viewer, off_shoulder, yellow_eyes
1	12	1girl, armband, hand_up, long_sleeves, solo, upper_body, rhine_lab_logo, simple_background
2	7	1girl, looking_at_viewer, portrait, simple_background, solo, white_background, jacket, closed_mouth
3	15	1girl, black_thighhighs, long_sleeves, looking_at_viewer, rhine_lab_logo, simple_background
4	9	1girl, armband, black_thighhighs, full_body, long_sleeves, rhine_lab_logo, simple_background
5	16	long_sleeves, 1girl, id_card, looking_at_viewer, solo, black_shorts, green_gloves, yellow_coat

以上信息概述了数据集的基本情况、包含的图像和标签、数据集的下载和加载方式，以及标签集群的部分示例。