
# Dataset of ots_12/OTs-12/OTs-12 (Girls' Frontline)

This is the dataset of ots_12/OTs-12/OTs-12 (Girls' Frontline), containing 86 images and their tags.

The core tags of this character are `long_hair, blue_eyes, hair_ornament, star_hair_ornament, braid, symbol-shaped_pupils, breasts, hat, beret, twin_braids, star-shaped_pupils, red_headwear, white_hair, bangs, flower-shaped_pupils, hairclip, medium_breasts, headphones, very_long_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              |       86 | 101.06 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ots_12_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       86 | 56.69 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/ots_12_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      200 | 123.05 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ots_12_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       86 | 90.47 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/ots_12_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      200 | 176.54 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ots_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/ots_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 |         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, black_necktie, black_thighhighs, blue_jacket, simple_background, solo, star_(symbol), white_background, black_skirt, closed_mouth, looking_at_viewer, feet_out_of_frame, sitting, open_jacket                     |
|   1 |         8 | ![](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, blue_jacket, looking_at_viewer, solo, star_(symbol), black_necktie, open_jacket, simple_background, upper_body, white_background, open_mouth, +_+, belt, grey_hair, headset                                       |
|   2 |         9 | ![](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, assault_rifle, holding_gun, solo, star_(symbol), blue_jacket, headset, dress, looking_at_viewer, black_necktie, closed_mouth, white_background, +_+, belt, black_thighhighs, long_sleeves, open_jacket, twintails |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | black_necktie   | black_thighhighs   | blue_jacket   | simple_background   | solo   | star_(symbol)   | white_background   | black_skirt   | closed_mouth   | looking_at_viewer   | feet_out_of_frame   | sitting   | open_jacket   | upper_body   | open_mouth   | +_+   | belt   | grey_hair   | headset   | assault_rifle   | holding_gun   | dress   | long_sleeves   | twintails   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:----------------|:-------------------|:--------------|:--------------------|:-------|:----------------|:-------------------|:--------------|:---------------|:--------------------|:--------------------|:----------|:--------------|:-------------|:-------------|:------|:-------|:------------|:----------|:----------------|:--------------|:--------|:---------------|:------------|
|   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             |              |              |       |        |             |           |                 |               |         |                |             |
|   1 |         8 | ![](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 |         9 | ![](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           |


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 ots\_12/OTs-12/OTs-12 (Girls' Frontline)
===================================================


This is the dataset of ots\_12/OTs-12/OTs-12 (Girls' Frontline), containing 86 images and their tags.


The core tags of this character are 'long\_hair, blue\_eyes, hair\_ornament, star\_hair\_ornament, braid, symbol-shaped\_pupils, breasts, hat, beret, twin\_braids, star-shaped\_pupils, red\_headwear, white\_hair, bangs, flower-shaped\_pupils, hairclip, medium\_breasts, headphones, very\_long\_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