
# Dataset of aa_12/AA-12/AA-12 (Girls' Frontline)

This is the dataset of aa_12/AA-12/AA-12 (Girls' Frontline), containing 268 images and their tags.

The core tags of this character are `blue_eyes, bangs, ahoge, long_hair, breasts, hair_ornament, star_hair_ornament, hat, black_headwear, bags_under_eyes, medium_breasts, grey_hair`, 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              |      268 | 373.17 MiB | [Download](https://huggingface.co/datasets/CyberHarem/aa_12_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      268 | 189.97 MiB | [Download](https://huggingface.co/datasets/CyberHarem/aa_12_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      666 | 427.72 MiB | [Download](https://huggingface.co/datasets/CyberHarem/aa_12_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      268 | 318.51 MiB | [Download](https://huggingface.co/datasets/CyberHarem/aa_12_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      666 | 638.74 MiB | [Download](https://huggingface.co/datasets/CyberHarem/aa_12_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/aa_12_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 |         7 | ![](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, goggles_on_head, navel, side-tie_bikini_bottom, white_bikini, cleavage, criss-cross_halter, solo, blush, lollipop, looking_at_viewer, cowboy_shot, holding_food, stomach, ass_visible_through_thighs, bead_bracelet, blue_sky, collarbone, gun, mouth_hold, open_mouth, outdoors, simple_background, thigh_gap, white_background   |
|   1 |        10 | ![](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, holding_lollipop, simple_background, solo, star_(symbol), black_gloves, white_background, beret, looking_at_viewer, white_jacket, upper_body, closed_mouth, hood, blush, open_jacket                                                                                                                                               |
|   2 |        10 | ![](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, black_shorts, black_thighhighs, holding_gun, lollipop, shotgun, solo, star_(symbol), looking_at_viewer, beret, black_shirt, long_sleeves, short_shorts, white_jacket, black_gloves, hood_down, open_jacket, blush, choker, collarbone, holding_food, simple_background, white_background, cleavage, full_body, knee_pads, standing |
|   3 |        10 | ![](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, cone_hair_bun, double_bun, hairclip, solo, star_earrings, white_shirt, collarbone, cleavage, purple_choker, looking_at_viewer, blush, nail_polish, holding_lollipop, mouth_hold, off-shoulder_shirt, sitting, x_hair_ornament, black_bikini, black_bra, short_sleeves, simple_background, white_background                         |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | goggles_on_head   | navel   | side-tie_bikini_bottom   | white_bikini   | cleavage   | criss-cross_halter   | solo   | blush   | lollipop   | looking_at_viewer   | cowboy_shot   | holding_food   | stomach   | ass_visible_through_thighs   | bead_bracelet   | blue_sky   | collarbone   | gun   | mouth_hold   | open_mouth   | outdoors   | simple_background   | thigh_gap   | white_background   | holding_lollipop   | star_(symbol)   | black_gloves   | beret   | white_jacket   | upper_body   | closed_mouth   | hood   | open_jacket   | black_shorts   | black_thighhighs   | holding_gun   | shotgun   | black_shirt   | long_sleeves   | short_shorts   | hood_down   | choker   | full_body   | knee_pads   | standing   | cone_hair_bun   | double_bun   | hairclip   | star_earrings   | white_shirt   | purple_choker   | nail_polish   | off-shoulder_shirt   | sitting   | x_hair_ornament   | black_bikini   | black_bra   | short_sleeves   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:------------------|:--------|:-------------------------|:---------------|:-----------|:---------------------|:-------|:--------|:-----------|:--------------------|:--------------|:---------------|:----------|:-----------------------------|:----------------|:-----------|:-------------|:------|:-------------|:-------------|:-----------|:--------------------|:------------|:-------------------|:-------------------|:----------------|:---------------|:--------|:---------------|:-------------|:---------------|:-------|:--------------|:---------------|:-------------------|:--------------|:----------|:--------------|:---------------|:---------------|:------------|:---------|:------------|:------------|:-----------|:----------------|:-------------|:-----------|:----------------|:--------------|:----------------|:--------------|:---------------------|:----------|:------------------|:---------------|:------------|:----------------|
|   0 |         7 | ![](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 |        10 | ![](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 |        10 | ![](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          |                 |              |            |                 |               |                 |               |                      |           |                   |                |             |                 |
|   3 |        10 | ![](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           | 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 aa\_12/AA-12/AA-12 (Girls' Frontline)
================================================


This is the dataset of aa\_12/AA-12/AA-12 (Girls' Frontline), containing 268 images and their tags.


The core tags of this character are 'blue\_eyes, bangs, ahoge, long\_hair, breasts, hair\_ornament, star\_hair\_ornament, hat, black\_headwear, bags\_under\_eyes, medium\_breasts, grey\_hair', 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