
# Dataset of Frostnova (Arknights)

This is the dataset of Frostnova (Arknights), containing 389 images and their tags.

The core tags of this character are `animal_ears, rabbit_ears, hair_ornament, long_hair, hairclip, scar_on_face, hair_over_one_eye, grey_eyes, grey_hair, white_hair, bangs`, 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              |      389 | 715.61 MiB | [Download](https://huggingface.co/datasets/CyberHarem/frostnova_arknights/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      389 | 341.29 MiB | [Download](https://huggingface.co/datasets/CyberHarem/frostnova_arknights/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      940 | 740.96 MiB | [Download](https://huggingface.co/datasets/CyberHarem/frostnova_arknights/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      389 | 597.08 MiB | [Download](https://huggingface.co/datasets/CyberHarem/frostnova_arknights/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      940 | 1.12 GiB   | [Download](https://huggingface.co/datasets/CyberHarem/frostnova_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/frostnova_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 |        18 | ![](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, black_gloves, solo, black_thighhighs, scar_on_nose, white_coat, looking_at_viewer, cowboy_shot, open_clothes, grey_shirt, belt                                                                                                                                                                                                                             |
|   1 |         8 | ![](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, looking_at_viewer, scar_on_nose, solo, white_background, simple_background, portrait, closed_mouth                                                                                                                                                                                                                                                         |
|   2 |         8 | ![](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, looking_at_viewer, solo, medium_breasts, navel, stomach, large_breasts, white_bikini, bare_shoulders, blush, cowboy_shot, off_shoulder, simple_background, white_background, white_jacket, armband, long_sleeves, open_jacket, scar_on_nose, side-tie_bikini_bottom, thighhighs, black_bikini, closed_mouth, collarbone, groin, standing, thighs |
|   3 |         7 | ![](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, alternate_costume, bare_shoulders, looking_at_viewer, solo, playboy_bunny, strapless_leotard, black_leotard, medium_breasts, scar, simple_background, ass, bare_arms, pantyhose, rabbit_tail, standing, white_background, cleavage, covered_navel, cowboy_shot, full_body, wrist_cuffs                                                                     |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | black_gloves   | solo   | black_thighhighs   | scar_on_nose   | white_coat   | looking_at_viewer   | cowboy_shot   | open_clothes   | grey_shirt   | belt   | white_background   | simple_background   | portrait   | closed_mouth   | cleavage   | medium_breasts   | navel   | stomach   | large_breasts   | white_bikini   | bare_shoulders   | blush   | off_shoulder   | white_jacket   | armband   | long_sleeves   | open_jacket   | side-tie_bikini_bottom   | thighhighs   | black_bikini   | collarbone   | groin   | standing   | thighs   | alternate_costume   | playboy_bunny   | strapless_leotard   | black_leotard   | scar   | ass   | bare_arms   | pantyhose   | rabbit_tail   | covered_navel   | full_body   | wrist_cuffs   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:---------------|:-------|:-------------------|:---------------|:-------------|:--------------------|:--------------|:---------------|:-------------|:-------|:-------------------|:--------------------|:-----------|:---------------|:-----------|:-----------------|:--------|:----------|:----------------|:---------------|:-----------------|:--------|:---------------|:---------------|:----------|:---------------|:--------------|:-------------------------|:-------------|:---------------|:-------------|:--------|:-----------|:---------|:--------------------|:----------------|:--------------------|:----------------|:-------|:------|:------------|:------------|:--------------|:----------------|:------------|:--------------|
|   0 |        18 | ![](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      |                    |                     |            |                |            |                  |         |           |                 |                |                  |         |                |                |           |                |               |                          |              |                |              |         |            |          |                     |                 |                     |                 |        |       |             |             |               |                 |             |               |
|   1 |         8 | ![](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              |            |                  |         |           |                 |                |                  |         |                |                |           |                |               |                          |              |                |              |         |            |          |                     |                 |                     |                 |        |       |             |             |               |                 |             |               |
|   2 |         8 | ![](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             | X                        | X            | X              | X            | X       | X          | X        |                     |                 |                     |                 |        |       |             |             |               |                 |             |               |
|   3 |         7 | ![](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           | 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 Frostnova (Arknights)
================================


This is the dataset of Frostnova (Arknights), containing 389 images and their tags.


The core tags of this character are 'animal\_ears, rabbit\_ears, hair\_ornament, long\_hair, hairclip, scar\_on\_face, hair\_over\_one\_eye, grey\_eyes, grey\_hair, white\_hair, bangs', 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
passage: 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