
# Dataset of ar_57/AR-57/AR-57 (Girls' Frontline)

This is the dataset of ar_57/AR-57/AR-57 (Girls' Frontline), containing 50 images and their tags.

The core tags of this character are `long_hair, bangs, hat, aqua_eyes, breasts, white_headwear, ear_piercing, ponytail, pink_hair, baseball_cap, medium_breasts, earrings`, 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              |       50 | 82.50 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/ar_57_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       50 | 37.15 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/ar_57_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      129 | 85.48 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/ar_57_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       50 | 68.94 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/ar_57_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      129 | 135.70 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ar_57_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/ar_57_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 |        23 | ![](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, holding_gun, open_jacket, white_jacket, crop_top, standing, assault_rifle, black_gloves, black_shirt, looking_at_viewer, bare_shoulders, piercing, pink_shorts, fingerless_gloves, short_shorts, single_leg_pantyhose, white_background, closed_mouth, feet_out_of_frame, off_shoulder, black_tank_top, jacket_pull, simple_background, sleeveless_shirt |
|   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, blush, closed_mouth, hair_flower, solo, upper_body, looking_away, blue_eyes, looking_at_viewer, official_alternate_costume, pink_kimono, red_kimono, side_ponytail, smile, standing                                                                                                                                                                            |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | solo   | holding_gun   | open_jacket   | white_jacket   | crop_top   | standing   | assault_rifle   | black_gloves   | black_shirt   | looking_at_viewer   | bare_shoulders   | piercing   | pink_shorts   | fingerless_gloves   | short_shorts   | single_leg_pantyhose   | white_background   | closed_mouth   | feet_out_of_frame   | off_shoulder   | black_tank_top   | jacket_pull   | simple_background   | sleeveless_shirt   | blush   | hair_flower   | upper_body   | looking_away   | blue_eyes   | official_alternate_costume   | pink_kimono   | red_kimono   | side_ponytail   | smile   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-------|:--------------|:--------------|:---------------|:-----------|:-----------|:----------------|:---------------|:--------------|:--------------------|:-----------------|:-----------|:--------------|:--------------------|:---------------|:-----------------------|:-------------------|:---------------|:--------------------|:---------------|:-----------------|:--------------|:--------------------|:-------------------|:--------|:--------------|:-------------|:---------------|:------------|:-----------------------------|:--------------|:-------------|:----------------|:--------|
|   0 |        23 | ![](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                  |         |               |              |                |             |                              |               |              |                 |         |
|   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       |


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 ar\_57/AR-57/AR-57 (Girls' Frontline)
================================================


This is the dataset of ar\_57/AR-57/AR-57 (Girls' Frontline), containing 50 images and their tags.


The core tags of this character are 'long\_hair, bangs, hat, aqua\_eyes, breasts, white\_headwear, ear\_piercing, ponytail, pink\_hair, baseball\_cap, medium\_breasts, earrings', 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