
# Dataset of ots_14/OTs-14/OTs-14 (Girls' Frontline)

This is the dataset of ots_14/OTs-14/OTs-14 (Girls' Frontline), containing 377 images and their tags.

The core tags of this character are `long_hair, blonde_hair, breasts, yellow_eyes, bangs, medium_breasts, orange_eyes, 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              |      377 | 651.83 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ots_14_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      377 | 315.28 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ots_14_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      915 | 657.59 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ots_14_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      377 | 547.84 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ots_14_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      915 | 984.52 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ots_14_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_14_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 |        19 | ![](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_dress, looking_at_viewer, official_alternate_costume, solo, bare_shoulders, china_dress, black_gloves, cleavage, hair_ribbon, feather_boa, closed_mouth, blush, sleeveless_dress, bridal_garter, collarbone, garter_straps, high_heels, simple_background, thighs, white_background, black_footwear, sitting, smile                                                                                                               |
|   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, earrings, official_alternate_costume, solo, bare_shoulders, closed_mouth, looking_at_viewer, sitting, bare_legs, cleavage, braid, high_heels, red_dress, thighs, assault_rifle, black_footwear, collarbone, simple_background, smile, feet_out_of_frame, holding_weapon, necklace, white_background                                                                                                                                     |
|   2 |        11 | ![](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, looking_at_viewer, official_alternate_costume, simple_background, solo, bare_shoulders, white_background, cleavage, collarbone, red_dress, earrings, closed_mouth, blush, smile, necklace, upper_body                                                                                                                                                                                                                                   |
|   3 |         7 | ![](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, bare_shoulders, nail_polish, official_alternate_costume, red_dress, solo, earrings, holding_cup, looking_at_viewer, smile, wine_glass, cleavage, closed_mouth, sitting, collarbone, red_nails, bare_legs, champagne, crossed_legs, halterneck, high_heels, lips                                                                                                                                                                         |
|   4 |        23 | ![](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) | floral_print, kimono, looking_at_viewer, official_alternate_costume, 1girl, solo, choker, hair_bow, black_gloves, closed_mouth, hakama_skirt, smile, high-waist_skirt, meiji_schoolgirl_uniform, half_gloves, simple_background, wide_sleeves, black_bow, braid, white_background, blush, hair_ribbon                                                                                                                                          |
|   5 |        21 | ![](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) | 1girl, looking_at_viewer, solo, cleavage, closed_mouth, simple_background, black_jacket, collarbone, open_clothes, red_choker, braid, fur-trimmed_jacket, standing, corset, holding_gun, single_thighhigh, feet_out_of_frame, shirt, skirt, star_(symbol), assault_rifle, gloves, off_shoulder, white_background                                                                                                                               |
|   6 |         8 | ![](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, black_footwear, choker, holding_gun, jacket, looking_at_viewer, solo, bullpup, knee_boots, lace-up_boots, assault_rifle, closed_mouth, full_body, single_thighhigh, fur_trim, high_heel_boots, pleated_skirt, simple_background, vertical_stripes, scope, star_(symbol), underwear, braid, character_name, cleavage, kneehighs, off_shoulder, sniper_rifle, striped_thighhighs, suppressor, uneven_legwear, white_background, wind_lift |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | black_dress   | looking_at_viewer   | official_alternate_costume   | solo   | bare_shoulders   | china_dress   | black_gloves   | cleavage   | hair_ribbon   | feather_boa   | closed_mouth   | blush   | sleeveless_dress   | bridal_garter   | collarbone   | garter_straps   | high_heels   | simple_background   | thighs   | white_background   | black_footwear   | sitting   | smile   | earrings   | bare_legs   | braid   | red_dress   | assault_rifle   | feet_out_of_frame   | holding_weapon   | necklace   | upper_body   | nail_polish   | holding_cup   | wine_glass   | red_nails   | champagne   | crossed_legs   | halterneck   | lips   | floral_print   | kimono   | choker   | hair_bow   | hakama_skirt   | high-waist_skirt   | meiji_schoolgirl_uniform   | half_gloves   | wide_sleeves   | black_bow   | black_jacket   | open_clothes   | red_choker   | fur-trimmed_jacket   | standing   | corset   | holding_gun   | single_thighhigh   | shirt   | skirt   | star_(symbol)   | gloves   | off_shoulder   | jacket   | bullpup   | knee_boots   | lace-up_boots   | full_body   | fur_trim   | high_heel_boots   | pleated_skirt   | vertical_stripes   | scope   | underwear   | character_name   | kneehighs   | sniper_rifle   | striped_thighhighs   | suppressor   | uneven_legwear   | wind_lift   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------------|:--------------------|:-----------------------------|:-------|:-----------------|:--------------|:---------------|:-----------|:--------------|:--------------|:---------------|:--------|:-------------------|:----------------|:-------------|:----------------|:-------------|:--------------------|:---------|:-------------------|:-----------------|:----------|:--------|:-----------|:------------|:--------|:------------|:----------------|:--------------------|:-----------------|:-----------|:-------------|:--------------|:--------------|:-------------|:------------|:------------|:---------------|:-------------|:-------|:---------------|:---------|:---------|:-----------|:---------------|:-------------------|:---------------------------|:--------------|:---------------|:------------|:---------------|:---------------|:-------------|:---------------------|:-----------|:---------|:--------------|:-------------------|:--------|:--------|:----------------|:---------|:---------------|:---------|:----------|:-------------|:----------------|:------------|:-----------|:------------------|:----------------|:-------------------|:--------|:------------|:-----------------|:------------|:---------------|:---------------------|:-------------|:-----------------|:------------|
|   0 |        19 | ![](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       |            |             |         |             |                 |                     |                  |            |              |               |               |              |             |             |                |              |        |                |          |          |            |                |                    |                            |               |                |             |                |                |              |                      |            |          |               |                    |         |         |                 |          |                |          |           |              |                 |             |            |                   |                 |                    |         |             |                  |             |                |                      |              |                  |             |
|   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           | X       | X           | X               | X                   | X                | X          |              |               |               |              |             |             |                |              |        |                |          |          |            |                |                    |                            |               |                |             |                |                |              |                      |            |          |               |                    |         |         |                 |          |                |          |           |              |                 |             |            |                   |                 |                    |         |             |                  |             |                |                      |              |                  |             |
|   2 |        11 | ![](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            |               |               |              |             |             |                |              |        |                |          |          |            |                |                    |                            |               |                |             |                |                |              |                      |            |          |               |                    |         |         |                 |          |                |          |           |              |                 |             |            |                   |                 |                    |         |             |                  |             |                |                      |              |                  |             |
|   3 |         7 | ![](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            | X           | X           | X              | X            | X      |                |          |          |            |                |                    |                            |               |                |             |                |                |              |                      |            |          |               |                    |         |         |                 |          |                |          |           |              |                 |             |            |                   |                 |                    |         |             |                  |             |                |                      |              |                  |             |
|   4 |        23 | ![](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           |                |                |              |                      |            |          |               |                    |         |         |                 |          |                |          |           |              |                 |             |            |                   |                 |                    |         |             |                  |             |                |                      |              |                  |             |
|   5 |        21 | ![](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              |          |           |              |                 |             |            |                   |                 |                    |         |             |                  |             |                |                      |              |                  |             |
|   6 |         8 | ![](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            | 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\_14/OTs-14/OTs-14 (Girls' Frontline)
===================================================


This is the dataset of ots\_14/OTs-14/OTs-14 (Girls' Frontline), containing 377 images and their tags.


The core tags of this character are 'long\_hair, blonde\_hair, breasts, yellow\_eyes, bangs, medium\_breasts, orange\_eyes, 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