
# Dataset of tar_21/TAR-21/TAR-21 (Girls' Frontline)

This is the dataset of tar_21/TAR-21/TAR-21 (Girls' Frontline), containing 165 images and their tags.

The core tags of this character are `long_hair, blue_hair, breasts, yellow_eyes, large_breasts, bangs, bow, very_long_hair, animal_ears, rabbit_ears, fake_animal_ears, hair_between_eyes, headgear`, 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              |      165 | 276.73 MiB | [Download](https://huggingface.co/datasets/CyberHarem/tar_21_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      165 | 136.01 MiB | [Download](https://huggingface.co/datasets/CyberHarem/tar_21_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      417 | 289.73 MiB | [Download](https://huggingface.co/datasets/CyberHarem/tar_21_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      165 | 233.14 MiB | [Download](https://huggingface.co/datasets/CyberHarem/tar_21_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      417 | 447.29 MiB | [Download](https://huggingface.co/datasets/CyberHarem/tar_21_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/tar_21_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, assault_rifle, bullpup, looking_at_viewer, robot_ears, solo, star_of_david, white_leotard, black_pantyhose, full_body, high_heels, highleg_leotard, jacket, smile, thigh_strap, white_footwear, black_gloves, closed_mouth, fingerless_gloves, holding_gun, shoes, simple_background, white_background, brown_pantyhose, standing    |
|   1 |        35 | ![](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, detached_collar, looking_at_viewer, official_alternate_costume, playboy_bunny, solo, white_leotard, strapless_leotard, black_bowtie, cleavage, black_pantyhose, wrist_cuffs, rabbit_tail, side-tie_leotard, white_background, bare_shoulders, simple_background, smile, star_of_david, covered_navel, fake_tail, blush, holding_tray |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | assault_rifle   | bullpup   | looking_at_viewer   | robot_ears   | solo   | star_of_david   | white_leotard   | black_pantyhose   | full_body   | high_heels   | highleg_leotard   | jacket   | smile   | thigh_strap   | white_footwear   | black_gloves   | closed_mouth   | fingerless_gloves   | holding_gun   | shoes   | simple_background   | white_background   | brown_pantyhose   | standing   | detached_collar   | official_alternate_costume   | playboy_bunny   | strapless_leotard   | black_bowtie   | cleavage   | wrist_cuffs   | rabbit_tail   | side-tie_leotard   | bare_shoulders   | covered_navel   | fake_tail   | blush   | holding_tray   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:----------------|:----------|:--------------------|:-------------|:-------|:----------------|:----------------|:------------------|:------------|:-------------|:------------------|:---------|:--------|:--------------|:-----------------|:---------------|:---------------|:--------------------|:--------------|:--------|:--------------------|:-------------------|:------------------|:-----------|:------------------|:-----------------------------|:----------------|:--------------------|:---------------|:-----------|:--------------|:--------------|:-------------------|:-----------------|:----------------|:------------|:--------|:---------------|
|   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                   | X                  | X                 | X          |                   |                              |                 |                     |                |            |               |               |                    |                  |                 |             |         |                |
|   1 |        35 | ![](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              |


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 tar\_21/TAR-21/TAR-21 (Girls' Frontline)
===================================================


This is the dataset of tar\_21/TAR-21/TAR-21 (Girls' Frontline), containing 165 images and their tags.


The core tags of this character are 'long\_hair, blue\_hair, breasts, yellow\_eyes, large\_breasts, bangs, bow, very\_long\_hair, animal\_ears, rabbit\_ears, fake\_animal\_ears, hair\_between\_eyes, headgear', 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