
# Dataset of k11/K11/K11 (Girls' Frontline)

This is the dataset of k11/K11/K11 (Girls' Frontline), containing 75 images and their tags.

The core tags of this character are `blue_hair, long_hair, breasts, purple_eyes, side_ponytail, bangs, medium_breasts, sidelocks, hair_ornament, hair_between_eyes, messy_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              |       75 | 115.68 MiB | [Download](https://huggingface.co/datasets/CyberHarem/k11_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       75 | 60.86 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/k11_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      191 | 130.83 MiB | [Download](https://huggingface.co/datasets/CyberHarem/k11_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       75 | 99.01 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/k11_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      191 | 189.98 MiB | [Download](https://huggingface.co/datasets/CyberHarem/k11_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/k11_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 |        20 | ![](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_bikini, solo, looking_at_viewer, smile, grenade, short_shorts, white_shirt, collarbone, open_fly, thighs, grey_coat, open_coat, black_gloves, blue_shorts, name_tag, cooler, clothes_writing, long_sleeves, thigh_strap, fingerless_gloves, standing, trench_coat, choker, earrings, open_mouth, pouch, snap-fit_buckle, character_name, cowboy_shot, parted_lips, white_background, assault_rifle, blush, holding_gun, multiple_straps, simple_background, skindentation, boots, jacket, open_shirt |
|   1 |         5 | ![](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, black_bikini, collarbone, looking_at_viewer, solo, thighs, blue_shorts, blush, navel, open_shirt, parted_lips, short_shorts, stomach, white_shirt, black_choker, denim_shorts, bare_shoulders, cleavage, grin, holding, jewelry, off_shoulder, open_fly, simple_background, white_background                                                                                                                                                                                                               |
|   2 |         8 | ![](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_bikini, collarbone, looking_at_viewer, solo, smile, white_shirt, open_shirt, simple_background, upper_body, blush, earrings, white_background, cleavage, collared_shirt, black_choker, closed_mouth, jacket, large_breasts, long_sleeves, open_mouth                                                                                                                                                                                                                                                 |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | black_bikini   | solo   | looking_at_viewer   | smile   | grenade   | short_shorts   | white_shirt   | collarbone   | open_fly   | thighs   | grey_coat   | open_coat   | black_gloves   | blue_shorts   | name_tag   | cooler   | clothes_writing   | long_sleeves   | thigh_strap   | fingerless_gloves   | standing   | trench_coat   | choker   | earrings   | open_mouth   | pouch   | snap-fit_buckle   | character_name   | cowboy_shot   | parted_lips   | white_background   | assault_rifle   | blush   | holding_gun   | multiple_straps   | simple_background   | skindentation   | boots   | jacket   | open_shirt   | navel   | stomach   | black_choker   | denim_shorts   | bare_shoulders   | cleavage   | grin   | holding   | jewelry   | off_shoulder   | upper_body   | collared_shirt   | closed_mouth   | large_breasts   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:---------------|:-------|:--------------------|:--------|:----------|:---------------|:--------------|:-------------|:-----------|:---------|:------------|:------------|:---------------|:--------------|:-----------|:---------|:------------------|:---------------|:--------------|:--------------------|:-----------|:--------------|:---------|:-----------|:-------------|:--------|:------------------|:-----------------|:--------------|:--------------|:-------------------|:----------------|:--------|:--------------|:------------------|:--------------------|:----------------|:--------|:---------|:-------------|:--------|:----------|:---------------|:---------------|:-----------------|:-----------|:-------|:----------|:----------|:---------------|:-------------|:-----------------|:---------------|:----------------|
|   0 |        20 | ![](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          | X            | X       | X                 | X                | X             | X             | X                  | X               | X       | X             | X                 | X                   | X               | X       | X        | X            |         |           |                |                |                  |            |        |           |           |                |              |                  |                |                 |
|   1 |         5 | ![](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         | X         | X              |              |                  |                |                 |
|   2 |         8 | ![](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            | 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 k11/K11/K11 (Girls' Frontline)
=========================================


This is the dataset of k11/K11/K11 (Girls' Frontline), containing 75 images and their tags.


The core tags of this character are 'blue\_hair, long\_hair, breasts, purple\_eyes, side\_ponytail, bangs, medium\_breasts, sidelocks, hair\_ornament, hair\_between\_eyes, messy\_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