
# Dataset of klin/KLIN/KLIN (Girls' Frontline)

This is the dataset of klin/KLIN/KLIN (Girls' Frontline), containing 65 images and their tags.

The core tags of this character are `dark_skin, dark-skinned_female, grey_hair, hair_ornament, hair_ribbon, ribbon, hair_between_eyes, bangs, green_eyes, ponytail, breasts, yellow_ribbon, small_breasts, v-shaped_eyebrows`, 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              |       65 | 74.80 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/klin_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       65 | 44.26 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/klin_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      168 | 99.92 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/klin_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       65 | 66.34 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/klin_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      168 | 134.75 MiB | [Download](https://huggingface.co/datasets/CyberHarem/klin_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/klin_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 |        47 | ![](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, solo, detached_sleeves, navel, bandana, looking_at_viewer, black_thighhighs, hood, simple_background, open_mouth, sleeveless_jacket, short_shorts, white_background, black_sleeves, single_thighhigh, thigh_strap, crop_top, holding, open_shorts, bare_shoulders, bright_pupils, ahoge, brown_shorts, submachine_gun |
|   1 |         9 | ![](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, solo, long_sleeves, looking_at_viewer, obi, open_mouth, wide_sleeves, yellow_kimono, official_alternate_costume, asymmetrical_bangs, standing, yellow_eyes, black_kimono, fang, full_body, holding_fan, paper_fan, pouch, short_twintails, smile                                                                      |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | solo   | detached_sleeves   | navel   | bandana   | looking_at_viewer   | black_thighhighs   | hood   | simple_background   | open_mouth   | sleeveless_jacket   | short_shorts   | white_background   | black_sleeves   | single_thighhigh   | thigh_strap   | crop_top   | holding   | open_shorts   | bare_shoulders   | bright_pupils   | ahoge   | brown_shorts   | submachine_gun   | long_sleeves   | obi   | wide_sleeves   | yellow_kimono   | official_alternate_costume   | asymmetrical_bangs   | standing   | yellow_eyes   | black_kimono   | fang   | full_body   | holding_fan   | paper_fan   | pouch   | short_twintails   | smile   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-------|:-------------------|:--------|:----------|:--------------------|:-------------------|:-------|:--------------------|:-------------|:--------------------|:---------------|:-------------------|:----------------|:-------------------|:--------------|:-----------|:----------|:--------------|:-----------------|:----------------|:--------|:---------------|:-----------------|:---------------|:------|:---------------|:----------------|:-----------------------------|:---------------------|:-----------|:--------------|:---------------|:-------|:------------|:--------------|:------------|:--------|:------------------|:--------|
|   0 |        47 | ![](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 |         9 | ![](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       |


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 klin/KLIN/KLIN (Girls' Frontline)
============================================


This is the dataset of klin/KLIN/KLIN (Girls' Frontline), containing 65 images and their tags.


The core tags of this character are 'dark\_skin, dark-skinned\_female, grey\_hair, hair\_ornament, hair\_ribbon, ribbon, hair\_between\_eyes, bangs, green\_eyes, ponytail, breasts, yellow\_ribbon, small\_breasts, v-shaped\_eyebrows', 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