
# Dataset of frostleaf/フロストリーフ/霜叶 (Arknights)

This is the dataset of frostleaf/フロストリーフ/霜叶 (Arknights), containing 500 images and their tags.

The core tags of this character are `long_hair, animal_ears, red_eyes, fox_ears, bangs, headphones, hat, black_headwear, grey_hair, ears_through_headwear, white_hair, tail, fox_tail, breasts, fox_girl`, 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 | 831.53 MiB | [Download](https://huggingface.co/datasets/CyberHarem/frostleaf_arknights/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      500 | 390.30 MiB | [Download](https://huggingface.co/datasets/CyberHarem/frostleaf_arknights/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |     1276 | 889.97 MiB | [Download](https://huggingface.co/datasets/CyberHarem/frostleaf_arknights/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      500 | 692.58 MiB | [Download](https://huggingface.co/datasets/CyberHarem/frostleaf_arknights/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |     1276 | 1.37 GiB   | [Download](https://huggingface.co/datasets/CyberHarem/frostleaf_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/frostleaf_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, beanie, black_jacket, looking_at_viewer, midriff, navel, black_gloves, crop_top, fingerless_gloves, official_alternate_costume, simple_background, purple_shirt, white_background, open_jacket, black_skirt, closed_mouth, cowboy_shot, stomach, black_pantyhose, smile, cropped_jacket, long_sleeves, medium_breasts, miniskirt, upper_body                   |
|   1 |        12 | ![](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, grey_shirt, looking_at_viewer, off-shoulder_shirt, red_jacket, simple_background, solo, open_jacket, oripathy_lesion_(arknights), upper_body, white_background, long_sleeves, beanie, detached_collar                                                                                                                                                |
|   2 |         5 | ![](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, cleavage, grey_shirt, looking_at_viewer, off-shoulder_shirt, open_jacket, oripathy_lesion_(arknights), solo, upper_body, beanie, closed_mouth, red_jacket, small_breasts, bare_shoulders, detached_collar, simple_background, white_background, long_sleeves                                                                                                         |
|   3 |         6 | ![](samples/3/clu3-sample0.png) | ![](samples/3/clu3-sample1.png) | ![](samples/3/clu3-sample2.png) | ![](samples/3/clu3-sample3.png) | ![](samples/3/clu3-sample4.png) | 1girl, beanie, closed_mouth, grey_shirt, off-shoulder_shirt, red_jacket, simple_background, solo, white_background, bare_shoulders, looking_at_viewer, oripathy_lesion_(arknights), blush, red_nails, long_sleeves, nail_polish, pantyhose, upper_body                                                                                                                      |
|   4 |         6 | ![](samples/4/clu4-sample0.png) | ![](samples/4/clu4-sample1.png) | ![](samples/4/clu4-sample2.png) | ![](samples/4/clu4-sample3.png) | ![](samples/4/clu4-sample4.png) | 1girl, bare_shoulders, black_footwear, boots, closed_mouth, grey_shirt, off-shoulder_shirt, red_jacket, simple_background, sitting, solo, white_background, black_pantyhose, looking_at_viewer, oripathy_lesion_(arknights), beanie, long_sleeves, red_nails, knee_pads                                                                                                     |
|   5 |         8 | ![](samples/5/clu5-sample0.png) | ![](samples/5/clu5-sample1.png) | ![](samples/5/clu5-sample2.png) | ![](samples/5/clu5-sample3.png) | ![](samples/5/clu5-sample4.png) | 1girl, beanie, grey_shirt, oripathy_lesion_(arknights), red_jacket, solo, bare_shoulders, black_skirt, cowboy_shot, long_sleeves, looking_at_viewer, off-shoulder_shirt, black_pantyhose, brown_pantyhose, detached_collar, simple_background, open_jacket, white_background, closed_mouth, grey_background, holding_polearm                                                |
|   6 |         8 | ![](samples/6/clu6-sample0.png) | ![](samples/6/clu6-sample1.png) | ![](samples/6/clu6-sample2.png) | ![](samples/6/clu6-sample3.png) | ![](samples/6/clu6-sample4.png) | 1girl, beanie, boots, grey_shirt, looking_at_viewer, red_jacket, solo, black_footwear, black_pantyhose, halberd, holding_polearm, long_sleeves, open_jacket, simple_background, white_background, closed_mouth, full_body, knee_pads, oripathy_lesion_(arknights), off-shoulder_shirt, brown_pantyhose, sleeves_past_wrists, bare_shoulders, black_skirt, sitting, standing |
|   7 |         7 | ![](samples/7/clu7-sample0.png) | ![](samples/7/clu7-sample1.png) | ![](samples/7/clu7-sample2.png) | ![](samples/7/clu7-sample3.png) | ![](samples/7/clu7-sample4.png) | 1girl, black_footwear, black_pantyhose, boots, grey_shirt, looking_at_viewer, off_shoulder, red_jacket, solo, black_skirt, closed_mouth, holding_weapon, long_sleeves, beanie, open_jacket, bare_shoulders, polearm, holding_axe, miniskirt                                                                                                                                 |
|   8 |        30 | ![](samples/8/clu8-sample0.png) | ![](samples/8/clu8-sample1.png) | ![](samples/8/clu8-sample2.png) | ![](samples/8/clu8-sample3.png) | ![](samples/8/clu8-sample4.png) | 1girl, solo, looking_at_viewer, hairband, puffy_short_sleeves, white_apron, black_dress, red_ribbon, black_nails, enmaided, neck_ribbon, black_thighhighs, closed_mouth, waist_apron, shirt, simple_background                                                                                                                                                              |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | solo   | beanie   | black_jacket   | looking_at_viewer   | midriff   | navel   | black_gloves   | crop_top   | fingerless_gloves   | official_alternate_costume   | simple_background   | purple_shirt   | white_background   | open_jacket   | black_skirt   | closed_mouth   | cowboy_shot   | stomach   | black_pantyhose   | smile   | cropped_jacket   | long_sleeves   | medium_breasts   | miniskirt   | upper_body   | bare_shoulders   | grey_shirt   | off-shoulder_shirt   | red_jacket   | oripathy_lesion_(arknights)   | detached_collar   | cleavage   | small_breasts   | blush   | red_nails   | nail_polish   | pantyhose   | black_footwear   | boots   | sitting   | knee_pads   | brown_pantyhose   | grey_background   | holding_polearm   | halberd   | full_body   | sleeves_past_wrists   | standing   | off_shoulder   | holding_weapon   | polearm   | holding_axe   | hairband   | puffy_short_sleeves   | white_apron   | black_dress   | red_ribbon   | black_nails   | enmaided   | neck_ribbon   | black_thighhighs   | waist_apron   | shirt   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-------|:---------|:---------------|:--------------------|:----------|:--------|:---------------|:-----------|:--------------------|:-----------------------------|:--------------------|:---------------|:-------------------|:--------------|:--------------|:---------------|:--------------|:----------|:------------------|:--------|:-----------------|:---------------|:-----------------|:------------|:-------------|:-----------------|:-------------|:---------------------|:-------------|:------------------------------|:------------------|:-----------|:----------------|:--------|:------------|:--------------|:------------|:-----------------|:--------|:----------|:------------|:------------------|:------------------|:------------------|:----------|:------------|:----------------------|:-----------|:---------------|:-----------------|:----------|:--------------|:-----------|:----------------------|:--------------|:--------------|:-------------|:--------------|:-----------|:--------------|:-------------------|:--------------|:--------|
|   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 |        12 | ![](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                 |            |                 |         |             |               |             |                  |         |           |             |                   |                   |                   |           |             |                       |            |                |                  |           |               |            |                       |               |               |              |               |            |               |                    |               |         |
|   2 |         5 | ![](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               |         |             |               |             |                  |         |           |             |                   |                   |                   |           |             |                       |            |                |                  |           |               |            |                       |               |               |              |               |            |               |                    |               |         |
|   3 |         6 | ![](samples/3/clu3-sample0.png) | ![](samples/3/clu3-sample1.png) | ![](samples/3/clu3-sample2.png) | ![](samples/3/clu3-sample3.png) | ![](samples/3/clu3-sample4.png) | X       | X      | X        |                | X                   |           |         |                |            |                     |                              | X                   |                | X                  |               |               | X              |               |           |                   |         |                  | X              |                  |             | X            | X                | X            | X                    | X            | X                             |                   |            |                 | X       | X           | X             | X           |                  |         |           |             |                   |                   |                   |           |             |                       |            |                |                  |           |               |            |                       |               |               |              |               |            |               |                    |               |         |
|   4 |         6 | ![](samples/4/clu4-sample0.png) | ![](samples/4/clu4-sample1.png) | ![](samples/4/clu4-sample2.png) | ![](samples/4/clu4-sample3.png) | ![](samples/4/clu4-sample4.png) | X       | X      | X        |                | X                   |           |         |                |            |                     |                              | X                   |                | X                  |               |               | X              |               |           | X                 |         |                  | X              |                  |             |              | X                | X            | X                    | X            | X                             |                   |            |                 |         | X           |               |             | X                | X       | X         | X           |                   |                   |                   |           |             |                       |            |                |                  |           |               |            |                       |               |               |              |               |            |               |                    |               |         |
|   5 |         8 | ![](samples/5/clu5-sample0.png) | ![](samples/5/clu5-sample1.png) | ![](samples/5/clu5-sample2.png) | ![](samples/5/clu5-sample3.png) | ![](samples/5/clu5-sample4.png) | X       | X      | X        |                | X                   |           |         |                |            |                     |                              | X                   |                | X                  | X             | X             | X              | X             |           | X                 |         |                  | X              |                  |             |              | X                | X            | X                    | X            | X                             | X                 |            |                 |         |             |               |             |                  |         |           |             | X                 | X                 | X                 |           |             |                       |            |                |                  |           |               |            |                       |               |               |              |               |            |               |                    |               |         |
|   6 |         8 | ![](samples/6/clu6-sample0.png) | ![](samples/6/clu6-sample1.png) | ![](samples/6/clu6-sample2.png) | ![](samples/6/clu6-sample3.png) | ![](samples/6/clu6-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          |                |                  |           |               |            |                       |               |               |              |               |            |               |                    |               |         |
|   7 |         7 | ![](samples/7/clu7-sample0.png) | ![](samples/7/clu7-sample1.png) | ![](samples/7/clu7-sample2.png) | ![](samples/7/clu7-sample3.png) | ![](samples/7/clu7-sample4.png) | X       | X      | X        |                | X                   |           |         |                |            |                     |                              |                     |                |                    | X             | X             | X              |               |           | X                 |         |                  | X              |                  | X           |              | X                | X            |                      | X            |                               |                   |            |                 |         |             |               |             | X                | X       |           |             |                   |                   |                   |           |             |                       |            | X              | X                | X         | X             |            |                       |               |               |              |               |            |               |                    |               |         |
|   8 |        30 | ![](samples/8/clu8-sample0.png) | ![](samples/8/clu8-sample1.png) | ![](samples/8/clu8-sample2.png) | ![](samples/8/clu8-sample3.png) | ![](samples/8/clu8-sample4.png) | 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 frostleaf/フロストリーフ/霜叶 (Arknights)
===========================================


This is the dataset of frostleaf/フロストリーフ/霜叶 (Arknights), containing 500 images and their tags.


The core tags of this character are 'long\_hair, animal\_ears, red\_eyes, fox\_ears, bangs, headphones, hat, black\_headwear, grey\_hair, ears\_through\_headwear, white\_hair, tail, fox\_tail, breasts, fox\_girl', 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