
# Dataset of an_94/AN-94/AN-94 (Girls' Frontline)

This is the dataset of an_94/AN-94/AN-94 (Girls' Frontline), containing 500 images and their tags.

The core tags of this character are `long_hair, bangs, hairband, blonde_hair, blue_eyes, aqua_eyes, 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              |      500 | 693.36 MiB | [Download](https://huggingface.co/datasets/CyberHarem/an_94_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      500 | 377.32 MiB | [Download](https://huggingface.co/datasets/CyberHarem/an_94_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |     1134 | 773.31 MiB | [Download](https://huggingface.co/datasets/CyberHarem/an_94_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      500 | 603.41 MiB | [Download](https://huggingface.co/datasets/CyberHarem/an_94_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |     1134 | 1.09 GiB   | [Download](https://huggingface.co/datasets/CyberHarem/an_94_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/an_94_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 |        34 | ![](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, assault_rifle, holding_gun, jacket, solo, black_gloves, tactical_clothes, long_sleeves, closed_mouth, standing, shorts, looking_at_viewer, white_background                                                                                                                                                               |
|   1 |         7 | ![](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, assault_rifle, holding_gun, jacket, long_sleeves, mouth_mask, solo, black_gloves, boots, shorts                                                                                                                                                                                                                           |
|   2 |        13 | ![](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_gloves, long_sleeves, looking_at_viewer, solo, jacket, simple_background, closed_mouth, tactical_clothes, upper_body, white_background, sidelocks                                                                                                                                                                   |
|   3 |         8 | ![](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, jacket, solo, upper_body, closed_mouth, white_background, looking_at_viewer, looking_away, simple_background, mask                                                                                                                                                                                                        |
|   4 |        20 | ![](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) | hair_ribbon, 1girl, black_dress, collarbone, solo, black_gloves, necklace, braid, black_ribbon, closed_mouth, looking_at_viewer, off-shoulder_dress, blush, bare_shoulders, belt, black_hairband, alternate_costume, simple_background, sitting, white_background, sidelocks                                                     |
|   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) | blue_sky, day, black_bikini, looking_at_viewer, outdoors, 1girl, beach, blush, cleavage, closed_mouth, medium_breasts, solo, bare_shoulders, cloud, collarbone, navel, wet, holding, ocean, standing, thighs, alternate_breast_size, assault_rifle, green_eyes, large_breasts, side-tie_bikini_bottom, underboob, very_long_hair |
|   6 |         9 | ![](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, solo, black_skirt, looking_at_viewer, white_shirt, pleated_skirt, simple_background, closed_mouth, sailor_collar, serafuku, sitting, white_background, blush, holding, neckerchief, open_mouth, socks, standing                                                                                                           |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | assault_rifle   | holding_gun   | jacket   | solo   | black_gloves   | tactical_clothes   | long_sleeves   | closed_mouth   | standing   | shorts   | looking_at_viewer   | white_background   | mouth_mask   | boots   | simple_background   | upper_body   | sidelocks   | looking_away   | mask   | hair_ribbon   | black_dress   | collarbone   | necklace   | braid   | black_ribbon   | off-shoulder_dress   | blush   | bare_shoulders   | belt   | black_hairband   | alternate_costume   | sitting   | blue_sky   | day   | black_bikini   | outdoors   | beach   | cleavage   | medium_breasts   | cloud   | navel   | wet   | holding   | ocean   | thighs   | alternate_breast_size   | green_eyes   | large_breasts   | side-tie_bikini_bottom   | underboob   | very_long_hair   | black_skirt   | white_shirt   | pleated_skirt   | sailor_collar   | serafuku   | neckerchief   | open_mouth   | socks   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:----------------|:--------------|:---------|:-------|:---------------|:-------------------|:---------------|:---------------|:-----------|:---------|:--------------------|:-------------------|:-------------|:--------|:--------------------|:-------------|:------------|:---------------|:-------|:--------------|:--------------|:-------------|:-----------|:--------|:---------------|:---------------------|:--------|:-----------------|:-------|:-----------------|:--------------------|:----------|:-----------|:------|:---------------|:-----------|:--------|:-----------|:-----------------|:--------|:--------|:------|:----------|:--------|:---------|:------------------------|:-------------|:----------------|:-------------------------|:------------|:-----------------|:--------------|:--------------|:----------------|:----------------|:-----------|:--------------|:-------------|:--------|
|   0 |        34 | ![](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                  |              |         |                     |              |             |                |        |               |               |              |            |         |                |                      |         |                  |        |                  |                     |           |            |       |                |            |         |            |                  |         |         |       |           |         |          |                         |              |                 |                          |             |                  |               |               |                 |                 |            |               |              |         |
|   1 |         7 | ![](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       |                     |              |             |                |        |               |               |              |            |         |                |                      |         |                  |        |                  |                     |           |            |       |                |            |         |            |                  |         |         |       |           |         |          |                         |              |                 |                          |             |                  |               |               |                 |                 |            |               |              |         |
|   2 |        13 | ![](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           |                |        |               |               |              |            |         |                |                      |         |                  |        |                  |                     |           |            |       |                |            |         |            |                  |         |         |       |           |         |          |                         |              |                 |                          |             |                  |               |               |                 |                 |            |               |              |         |
|   3 |         8 | ![](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      |               |               |              |            |         |                |                      |         |                  |        |                  |                     |           |            |       |                |            |         |            |                  |         |         |       |           |         |          |                         |              |                 |                          |             |                  |               |               |                 |                 |            |               |              |         |
|   4 |        20 | ![](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         |            |       |                |            |         |            |                  |         |         |       |           |         |          |                         |              |                 |                          |             |                  |               |               |                 |                 |            |               |              |         |
|   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       | X        | X                       | X            | X               | X                        | X           | X                |               |               |                 |                 |            |               |              |         |
|   6 |         9 | ![](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               | 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 an\_94/AN-94/AN-94 (Girls' Frontline)
================================================


This is the dataset of an\_94/AN-94/AN-94 (Girls' Frontline), containing 500 images and their tags.


The core tags of this character are 'long\_hair, bangs, hairband, blonde\_hair, blue\_eyes, aqua\_eyes, 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