
# Dataset of blacknight/ブラックナイト/夜半 (Arknights)

This is the dataset of blacknight/ブラックナイト/夜半 (Arknights), containing 53 images and their tags.

The core tags of this character are `long_hair, pointy_ears, black_hair, breasts, horns, blue_hair, multicolored_hair, bangs, streaked_hair, braid, large_breasts, hair_between_eyes, mole, two-tone_hair, brown_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              |       53 | 102.44 MiB | [Download](https://huggingface.co/datasets/CyberHarem/blacknight_arknights/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       53 | 46.21 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/blacknight_arknights/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      138 | 106.16 MiB | [Download](https://huggingface.co/datasets/CyberHarem/blacknight_arknights/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       53 | 84.07 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/blacknight_arknights/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      138 | 161.37 MiB | [Download](https://huggingface.co/datasets/CyberHarem/blacknight_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/blacknight_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 |        14 | ![](samples/0/clu0-sample0.png) | ![](samples/0/clu0-sample1.png) | ![](samples/0/clu0-sample2.png) | ![](samples/0/clu0-sample3.png) | ![](samples/0/clu0-sample4.png) | 1girl, solo, bare_shoulders, black_dress, black_gloves, looking_at_viewer, white_background, closed_mouth, earrings, elbow_gloves, holding, ponytail, simple_background, sleeveless_dress, black_footwear, black_nails, infection_monitor_(arknights), nail_polish, medium_breasts, black_eyes, full_body, partially_fingerless_gloves, high_heel_boots, mole_under_eye, thigh_strap, weapon |
|   1 |         5 | ![](samples/1/clu1-sample0.png) | ![](samples/1/clu1-sample1.png) | ![](samples/1/clu1-sample2.png) | ![](samples/1/clu1-sample3.png) | ![](samples/1/clu1-sample4.png) | 1girl, bare_shoulders, black_dress, looking_at_viewer, solo, upper_body, cleavage, closed_mouth, holding_flower, jewelry, smile, white_flower, detached_sleeves, from_side, hair_ornament, long_sleeves, mole_on_breast, mole_under_eye, nail_polish, parted_lips, very_long_hair                                                                                                            |
|   2 |        18 | ![](samples/2/clu2-sample0.png) | ![](samples/2/clu2-sample1.png) | ![](samples/2/clu2-sample2.png) | ![](samples/2/clu2-sample3.png) | ![](samples/2/clu2-sample4.png) | 1girl, solo, black_one-piece_swimsuit, looking_at_viewer, bare_shoulders, cleavage, detached_sleeves, official_alternate_costume, casual_one-piece_swimsuit, parted_lips, thigh_strap, nail_polish, sitting, thighs, very_long_hair, covered_navel, hair_ornament, necklace, piercing, white_background, white_flower                                                                        |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | solo   | bare_shoulders   | black_dress   | black_gloves   | looking_at_viewer   | white_background   | closed_mouth   | earrings   | elbow_gloves   | holding   | ponytail   | simple_background   | sleeveless_dress   | black_footwear   | black_nails   | infection_monitor_(arknights)   | nail_polish   | medium_breasts   | black_eyes   | full_body   | partially_fingerless_gloves   | high_heel_boots   | mole_under_eye   | thigh_strap   | weapon   | upper_body   | cleavage   | holding_flower   | jewelry   | smile   | white_flower   | detached_sleeves   | from_side   | hair_ornament   | long_sleeves   | mole_on_breast   | parted_lips   | very_long_hair   | black_one-piece_swimsuit   | official_alternate_costume   | casual_one-piece_swimsuit   | sitting   | thighs   | covered_navel   | necklace   | piercing   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-------|:-----------------|:--------------|:---------------|:--------------------|:-------------------|:---------------|:-----------|:---------------|:----------|:-----------|:--------------------|:-------------------|:-----------------|:--------------|:--------------------------------|:--------------|:-----------------|:-------------|:------------|:------------------------------|:------------------|:-----------------|:--------------|:---------|:-------------|:-----------|:-----------------|:----------|:--------|:---------------|:-------------------|:------------|:----------------|:---------------|:-----------------|:--------------|:-----------------|:---------------------------|:-----------------------------|:----------------------------|:----------|:---------|:----------------|:-----------|:-----------|
|   0 |        14 | ![](samples/0/clu0-sample0.png) | ![](samples/0/clu0-sample1.png) | ![](samples/0/clu0-sample2.png) | ![](samples/0/clu0-sample3.png) | ![](samples/0/clu0-sample4.png) | 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        |              |            |                  |           |         |                |                    |             |                 |                |                  |               |                  |                            |                              |                             |           |          |                 |            |            |
|   1 |         5 | ![](samples/1/clu1-sample0.png) | ![](samples/1/clu1-sample1.png) | ![](samples/1/clu1-sample2.png) | ![](samples/1/clu1-sample3.png) | ![](samples/1/clu1-sample4.png) | X       | X      | X                | X             |                | X                   |                    | X              |            |                |           |            |                     |                    |                  |               |                                 | X             |                  |              |             |                               |                   | X                |               |          | X            | X          | X                | X         | X       | X              | X                  | X           | X               | X              | X                | X             | X                |                            |                              |                             |           |          |                 |            |            |
|   2 |        18 | ![](samples/2/clu2-sample0.png) | ![](samples/2/clu2-sample1.png) | ![](samples/2/clu2-sample2.png) | ![](samples/2/clu2-sample3.png) | ![](samples/2/clu2-sample4.png) | X       | X      | X                |               |                | X                   | X                  |                |            |                |           |            |                     |                    |                  |               |                                 | X             |                  |              |             |                               |                   |                  | X             |          |              | X          |                  |           |         | X              | X                  |             | X               |                |                  | X             | X                | X                          | X                            | X                           | X         | X        | X               | X          | X          |


task_categories:text-to-image size_categories:n<1K license:mit art not-for-all-audiences region:us
{"license": "mit", "size_categories": ["n<1K"], "task_categories": ["text-to-image"], "tags": ["art", "not-for-all-audiences"]}
TAGS
#task_categories-text-to-image #size_categories-n<1K #license-mit #art #not-for-all-audiences #region-us 

Dataset of blacknight/ブラックナイト/夜半 (Arknights)
============================================


This is the dataset of blacknight/ブラックナイト/夜半 (Arknights), containing 53 images and their tags.


The core tags of this character are 'long\_hair, pointy\_ears, black\_hair, breasts, horns, blue\_hair, multicolored\_hair, bangs, streaked\_hair, braid, large\_breasts, hair\_between\_eyes, mole, two-tone\_hair, brown\_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(huggingface organization).


List of Packages
----------------



### Load Raw Dataset with Waifuc


We provide raw dataset (including tagged images) for waifuc loading. If you need this, just run the following code


List of Clusters
----------------


List of tag clustering result, maybe some outfits can be mined here.


### Raw Text Version



### Table Version




### Load Raw Dataset with Waifuc


We provide raw dataset (including tagged images) for waifuc loading. If you need this, just run the following code


List of Clusters
----------------


List of tag clustering result, maybe some outfits can be mined here. ### Raw Text Version ### Table Version
TAGS
#task_categories-text-to-image #size_categories-n<1K #license-mit #art #not-for-all-audiences #region-us 
 ### Load Raw Dataset with Waifuc


We provide raw dataset (including tagged images) for waifuc loading. If you need this, just run the following code


List of Clusters
----------------


List of tag clustering result, maybe some outfits can be mined here. ### Raw Text Version ### Table Version