
# Dataset of ak_15/AK-15/AK-15 (Girls' Frontline)

This is the dataset of ak_15/AK-15/AK-15 (Girls' Frontline), containing 381 images and their tags.

The core tags of this character are `bangs, long_hair, grey_hair, purple_eyes, breasts, braid, hair_over_one_eye`, 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              |      381 | 505.07 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ak_15_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      381 | 270.58 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ak_15_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      817 | 523.84 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ak_15_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      381 | 436.29 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ak_15_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      817 | 767.88 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ak_15_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/ak_15_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 |        26 | ![](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, tactical_clothes, assault_rifle, holding_gun, kalashnikov_rifle, black_gloves, looking_at_viewer, closed_mouth, elbow_gloves, navel, pants, simple_background, white_background, standing, mask                                                                                          |
|   1 |        11 | ![](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, bare_shoulders, simple_background, solo, black_gloves, crop_top, elbow_gloves, looking_at_viewer, white_background, closed_mouth, medium_breasts, black_pants, navel, standing, tactical_clothes, abs, midriff                                                                                 |
|   2 |        12 | ![](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, solo, smile, upper_body, white_background, looking_at_viewer, simple_background, tactical_clothes, open_mouth, short_hair, black_gloves, jacket, white_hair                                                                                                                                    |
|   3 |        35 | ![](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) | white_shirt, formal, 1girl, closed_mouth, red_necktie, solo, looking_at_viewer, black_jacket, ponytail, black_pants, business_suit, holding, standing, belt, id_card, collared_shirt, simple_background                                                                                               |
|   4 |         9 | ![](samples/4/clu4-sample0.png) | ![](samples/4/clu4-sample1.png) | ![](samples/4/clu4-sample2.png) | ![](samples/4/clu4-sample3.png) | ![](samples/4/clu4-sample4.png) | cleavage, formal, white_jacket, 1girl, bandaged_neck, looking_at_viewer, purple_shirt, short_hair, smile, large_breasts, medium_breasts, medium_hair, office_lady, white_skirt, business_suit, id_card, solo_focus, white_suit, blazer, collarbone, open_mouth, standing, earpiece, simple_background |
|   5 |         8 | ![](samples/5/clu5-sample0.png) | ![](samples/5/clu5-sample1.png) | ![](samples/5/clu5-sample2.png) | ![](samples/5/clu5-sample3.png) | ![](samples/5/clu5-sample4.png) | completely_nude, nipples, 1girl, blush, closed_mouth, large_breasts, navel, bar_censor, collarbone, futanari, penis, pussy, solo_focus, 2girls, huge_breasts, looking_at_viewer, one_eye_covered, sex, simple_background, sweat, testicles                                                            |
|   6 |         6 | ![](samples/6/clu6-sample0.png) | ![](samples/6/clu6-sample1.png) | ![](samples/6/clu6-sample2.png) | ![](samples/6/clu6-sample3.png) | ![](samples/6/clu6-sample4.png) | 1girl, cleavage, collarbone, looking_at_viewer, thighs, closed_mouth, large_breasts, navel, solo, simple_background, sitting, bare_shoulders, white_background, white_bikini                                                                                                                          |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | solo   | tactical_clothes   | assault_rifle   | holding_gun   | kalashnikov_rifle   | black_gloves   | looking_at_viewer   | closed_mouth   | elbow_gloves   | navel   | pants   | simple_background   | white_background   | standing   | mask   | bare_shoulders   | crop_top   | medium_breasts   | black_pants   | abs   | midriff   | smile   | upper_body   | open_mouth   | short_hair   | jacket   | white_hair   | white_shirt   | formal   | red_necktie   | black_jacket   | ponytail   | business_suit   | holding   | belt   | id_card   | collared_shirt   | cleavage   | white_jacket   | bandaged_neck   | purple_shirt   | large_breasts   | medium_hair   | office_lady   | white_skirt   | solo_focus   | white_suit   | blazer   | collarbone   | earpiece   | completely_nude   | nipples   | blush   | bar_censor   | futanari   | penis   | pussy   | 2girls   | huge_breasts   | one_eye_covered   | sex   | sweat   | testicles   | thighs   | sitting   | white_bikini   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-------|:-------------------|:----------------|:--------------|:--------------------|:---------------|:--------------------|:---------------|:---------------|:--------|:--------|:--------------------|:-------------------|:-----------|:-------|:-----------------|:-----------|:-----------------|:--------------|:------|:----------|:--------|:-------------|:-------------|:-------------|:---------|:-------------|:--------------|:---------|:--------------|:---------------|:-----------|:----------------|:----------|:-------|:----------|:-----------------|:-----------|:---------------|:----------------|:---------------|:----------------|:--------------|:--------------|:--------------|:-------------|:-------------|:---------|:-------------|:-----------|:------------------|:----------|:--------|:-------------|:-----------|:--------|:--------|:---------|:---------------|:------------------|:------|:--------|:------------|:---------|:----------|:---------------|
|   0 |        26 | ![](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      |                  |            |                  |               |       |           |         |              |              |              |          |              |               |          |               |                |            |                 |           |        |           |                  |            |                |                 |                |                 |               |               |               |              |              |          |              |            |                   |           |         |              |            |         |         |          |                |                   |       |         |             |          |           |                |
|   1 |        11 | ![](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         |         |              |              |              |          |              |               |          |               |                |            |                 |           |        |           |                  |            |                |                 |                |                 |               |               |               |              |              |          |              |            |                   |           |         |              |            |         |         |          |                |                   |       |         |             |          |           |                |
|   2 |        12 | ![](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            |               |          |               |                |            |                 |           |        |           |                  |            |                |                 |                |                 |               |               |               |              |              |          |              |            |                   |           |         |              |            |         |         |          |                |                   |       |         |             |          |           |                |
|   3 |        35 | ![](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                |            |                |                 |                |                 |               |               |               |              |              |          |              |            |                   |           |         |              |            |         |         |          |                |                   |       |         |             |          |           |                |
|   4 |         9 | ![](samples/4/clu4-sample0.png) | ![](samples/4/clu4-sample1.png) | ![](samples/4/clu4-sample2.png) | ![](samples/4/clu4-sample3.png) | ![](samples/4/clu4-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          |                   |           |         |              |            |         |         |          |                |                   |       |         |             |          |           |                |
|   5 |         8 | ![](samples/5/clu5-sample0.png) | ![](samples/5/clu5-sample1.png) | ![](samples/5/clu5-sample2.png) | ![](samples/5/clu5-sample3.png) | ![](samples/5/clu5-sample4.png) | X       |        |                    |                 |               |                     |                | X                   | X              |                | X       |         | X                   |                    |            |        |                  |            |                  |               |       |           |         |              |              |              |          |              |               |          |               |                |            |                 |           |        |           |                  |            |                |                 |                | X               |               |               |               | X            |              |          | X            |            | X                 | X         | X       | X            | X          | X       | X       | X        | X              | X                 | X     | X       | X           |          |           |                |
|   6 |         6 | ![](samples/6/clu6-sample0.png) | ![](samples/6/clu6-sample1.png) | ![](samples/6/clu6-sample2.png) | ![](samples/6/clu6-sample3.png) | ![](samples/6/clu6-sample4.png) | 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 ak\_15/AK-15/AK-15 (Girls' Frontline)
================================================


This is the dataset of ak\_15/AK-15/AK-15 (Girls' Frontline), containing 381 images and their tags.


The core tags of this character are 'bangs, long\_hair, grey\_hair, purple\_eyes, breasts, braid, hair\_over\_one\_eye', 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