
# Dataset of art556/ART556/ART556 (Girls' Frontline)

This is the dataset of art556/ART556/ART556 (Girls' Frontline), containing 49 images and their tags.

The core tags of this character are `animal_ears, animal_ear_fluff, bow, green_hair, long_hair, hair_bow, hair_between_eyes, bangs, twintails, brown_eyes, green_bow, very_long_hair, breasts, small_breasts, ribbon`, 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              |       49 | 61.21 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/art556_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       49 | 35.21 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/art556_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      125 | 81.07 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/art556_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       49 | 55.46 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/art556_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      125 | 115.60 MiB | [Download](https://huggingface.co/datasets/CyberHarem/art556_girlsfrontline/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/art556_girlsfrontline',
    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 |        10 | ![](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) | bare_shoulders, crop_top, smile, white_gloves, 1girl, blush, closed_mouth, green_skirt, looking_at_viewer, pleated_skirt, sleeveless_shirt, solo, white_shirt, midriff, suspenders, white_thighhighs, navel, v-shaped_eyebrows, :q, white_footwear, collared_shirt, white_background, black_panties, hand_up, sitting, thigh_boots |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | bare_shoulders   | crop_top   | smile   | white_gloves   | 1girl   | blush   | closed_mouth   | green_skirt   | looking_at_viewer   | pleated_skirt   | sleeveless_shirt   | solo   | white_shirt   | midriff   | suspenders   | white_thighhighs   | navel   | v-shaped_eyebrows   | :q   | white_footwear   | collared_shirt   | white_background   | black_panties   | hand_up   | sitting   | thigh_boots   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:-----------------|:-----------|:--------|:---------------|:--------|:--------|:---------------|:--------------|:--------------------|:----------------|:-------------------|:-------|:--------------|:----------|:-------------|:-------------------|:--------|:--------------------|:-----|:-----------------|:-----------------|:-------------------|:----------------|:----------|:----------|:--------------|
|   0 |        10 | ![](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             |


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 art556/ART556/ART556 (Girls' Frontline)
==================================================


This is the dataset of art556/ART556/ART556 (Girls' Frontline), containing 49 images and their tags.


The core tags of this character are 'animal\_ears, animal\_ear\_fluff, bow, green\_hair, long\_hair, hair\_bow, hair\_between\_eyes, bangs, twintails, brown\_eyes, green\_bow, very\_long\_hair, breasts, small\_breasts, ribbon', 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