
# Dataset of stg44/StG44/StG44 (Girls' Frontline)

This is the dataset of stg44/StG44/StG44 (Girls' Frontline), containing 114 images and their tags.

The core tags of this character are `blonde_hair, long_hair, green_eyes, hat, bangs, military_hat, black_headwear, breasts`, 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              |      114 | 158.86 MiB | [Download](https://huggingface.co/datasets/CyberHarem/stg44_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      114 | 82.74 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/stg44_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      293 | 187.08 MiB | [Download](https://huggingface.co/datasets/CyberHarem/stg44_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      114 | 136.94 MiB | [Download](https://huggingface.co/datasets/CyberHarem/stg44_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      293 | 270.17 MiB | [Download](https://huggingface.co/datasets/CyberHarem/stg44_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/stg44_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 |        13 | ![](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_necktie, military_uniform, solo, looking_at_viewer, white_gloves, white_shirt, black_jacket, smile, upper_body, simple_background, white_background, long_sleeves, closed_mouth, 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_necktie, black_skirt, looking_at_viewer, military_uniform, solo, white_shirt, assault_rifle, white_gloves, black_jacket, closed_mouth, holding_gun, black_thighhighs, boots, collared_shirt, black_footwear, military_jacket, belt, long_sleeves, smile, full_body, peaked_cap, simple_background, standing                                                          |
|   2 |         5 | ![](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_pantyhose, black_skirt, eyewear_on_head, high_heels, solo, sunglasses, white_shirt, black_footwear, full_body, looking_at_viewer, medium_breasts, pencil_skirt, black_choker, black_jacket, holding, legs, torn_pantyhose, alternate_costume, black_coat, blush, jacket_on_shoulders, long_sleeves, office_lady, shoes, sitting, standing_on_one_leg, tinted_eyewear |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | black_necktie   | military_uniform   | solo   | looking_at_viewer   | white_gloves   | white_shirt   | black_jacket   | smile   | upper_body   | simple_background   | white_background   | long_sleeves   | closed_mouth   | open_mouth   | black_skirt   | assault_rifle   | holding_gun   | black_thighhighs   | boots   | collared_shirt   | black_footwear   | military_jacket   | belt   | full_body   | peaked_cap   | standing   | black_pantyhose   | eyewear_on_head   | high_heels   | sunglasses   | medium_breasts   | pencil_skirt   | black_choker   | holding   | legs   | torn_pantyhose   | alternate_costume   | black_coat   | blush   | jacket_on_shoulders   | office_lady   | shoes   | sitting   | standing_on_one_leg   | tinted_eyewear   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:----------------|:-------------------|:-------|:--------------------|:---------------|:--------------|:---------------|:--------|:-------------|:--------------------|:-------------------|:---------------|:---------------|:-------------|:--------------|:----------------|:--------------|:-------------------|:--------|:-----------------|:-----------------|:------------------|:-------|:------------|:-------------|:-----------|:------------------|:------------------|:-------------|:-------------|:-----------------|:---------------|:---------------|:----------|:-------|:-----------------|:--------------------|:-------------|:--------|:----------------------|:--------------|:--------|:----------|:----------------------|:-----------------|
|   0 |        13 | ![](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            |               |                 |               |                    |         |                  |                  |                   |        |             |              |            |                   |                   |              |              |                  |                |                |           |        |                  |                     |              |         |                       |               |         |           |                       |                  |
|   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                 | X      | X           | X            | X          |                   |                   |              |              |                  |                |                |           |        |                  |                     |              |         |                       |               |         |           |                       |                  |
|   2 |         5 | ![](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                     | 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 stg44/StG44/StG44 (Girls' Frontline)
===============================================


This is the dataset of stg44/StG44/StG44 (Girls' Frontline), containing 114 images and their tags.


The core tags of this character are 'blonde\_hair, long\_hair, green\_eyes, hat, bangs, military\_hat, black\_headwear, breasts', 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