
# Dataset of apc556/APC556/APC556 (Girls' Frontline)

This is the dataset of apc556/APC556/APC556 (Girls' Frontline), containing 23 images and their tags.

The core tags of this character are `bangs, blue_eyes, long_hair, braid, white_hair, breasts, hair_flower, hair_ornament, medium_breasts, hair_between_eyes, ribbon, very_long_hair, braided_ponytail`, 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              |       23 | 39.49 MiB | [Download](https://huggingface.co/datasets/CyberHarem/apc556_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       23 | 18.63 MiB | [Download](https://huggingface.co/datasets/CyberHarem/apc556_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |       53 | 39.79 MiB | [Download](https://huggingface.co/datasets/CyberHarem/apc556_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       23 | 32.45 MiB | [Download](https://huggingface.co/datasets/CyberHarem/apc556_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |       53 | 60.20 MiB | [Download](https://huggingface.co/datasets/CyberHarem/apc556_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/apc556_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 |         6 | ![](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_vest, blue_necktie, collared_shirt, flower, long_sleeves, looking_at_viewer, solo, white_shirt, black_shorts, blush, full_body, hair_bow, shoes, standing, white_socks, :d, belt, blue_bow, grin, holding, open_mouth                          |
|   1 |        15 | ![](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, black_skirt, solo, white_shirt, closed_mouth, looking_at_viewer, cleavage, open_clothes, black_gloves, black_jacket, collarbone, belt, fingerless_gloves, flower, simple_background, assault_rifle, harness, holding_gun, standing, white_background |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | black_vest   | blue_necktie   | collared_shirt   | flower   | long_sleeves   | looking_at_viewer   | solo   | white_shirt   | black_shorts   | blush   | full_body   | hair_bow   | shoes   | standing   | white_socks   | :d   | belt   | blue_bow   | grin   | holding   | open_mouth   | black_skirt   | closed_mouth   | cleavage   | open_clothes   | black_gloves   | black_jacket   | collarbone   | fingerless_gloves   | simple_background   | assault_rifle   | harness   | holding_gun   | white_background   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-------------|:---------------|:-----------------|:---------|:---------------|:--------------------|:-------|:--------------|:---------------|:--------|:------------|:-----------|:--------|:-----------|:--------------|:-----|:-------|:-----------|:-------|:----------|:-------------|:--------------|:---------------|:-----------|:---------------|:---------------|:---------------|:-------------|:--------------------|:--------------------|:----------------|:----------|:--------------|:-------------------|
|   0 |         6 | ![](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            |               |                |            |                |                |                |              |                     |                     |                 |           |               |                    |
|   1 |        15 | ![](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                  |


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 apc556/APC556/APC556 (Girls' Frontline)
==================================================


This is the dataset of apc556/APC556/APC556 (Girls' Frontline), containing 23 images and their tags.


The core tags of this character are 'bangs, blue\_eyes, long\_hair, braid, white\_hair, breasts, hair\_flower, hair\_ornament, medium\_breasts, hair\_between\_eyes, ribbon, very\_long\_hair, braided\_ponytail', 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