
# Dataset of kar98k/Kar98k/Kar98k (Girls' Frontline)

This is the dataset of kar98k/Kar98k/Kar98k (Girls' Frontline), containing 388 images and their tags.

The core tags of this character are `long_hair, red_eyes, white_hair, breasts, very_long_hair, bangs, hair_between_eyes, hat, peaked_cap, large_breasts, black_headwear`, 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              |      388 | 612.12 MiB | [Download](https://huggingface.co/datasets/CyberHarem/kar98k_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      388 | 310.65 MiB | [Download](https://huggingface.co/datasets/CyberHarem/kar98k_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      974 | 671.72 MiB | [Download](https://huggingface.co/datasets/CyberHarem/kar98k_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      388 | 532.01 MiB | [Download](https://huggingface.co/datasets/CyberHarem/kar98k_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      974 | 998.48 MiB | [Download](https://huggingface.co/datasets/CyberHarem/kar98k_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/kar98k_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 |        18 | ![](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, looking_at_viewer, solo, closed_mouth, fur_trim, iron_cross, black_choker, upper_body, cleavage, coat, cross_choker, simple_background, smile, white_background, long_sleeves, medium_breasts, belt, collarbone, jacket                                                                                                   |
|   1 |        10 | ![](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_footwear, bolt_action, fur_trim, holding_gun, iron_cross, looking_at_viewer, solo, thigh_boots, thighhighs, cleavage, jacket_on_shoulders, aiguillette, belt, coat, dress, simple_background, white_background, cross_choker, closed_mouth, long_sleeves, uniform, armband, black_choker, full_body, medium_breasts |
|   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, cleavage, iron_cross, looking_at_viewer, solo, thighhighs, choker, fur_trim, thigh_boots, blush, belt, medium_breasts, black_footwear, smile                                                                                                                                                                              |
|   3 |        17 | ![](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) | cleavage, white_dress, official_alternate_costume, 1girl, looking_at_viewer, wedding_dress, bridal_veil, bare_shoulders, solo, choker, closed_mouth, rose, collarbone, tiara, white_background, petals, simple_background, smile, holding_bouquet, blush, red_flower, ribbon, cross_necklace, off-shoulder_dress, wedding_ring   |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | looking_at_viewer   | solo   | closed_mouth   | fur_trim   | iron_cross   | black_choker   | upper_body   | cleavage   | coat   | cross_choker   | simple_background   | smile   | white_background   | long_sleeves   | medium_breasts   | belt   | collarbone   | jacket   | black_footwear   | bolt_action   | holding_gun   | thigh_boots   | thighhighs   | jacket_on_shoulders   | aiguillette   | dress   | uniform   | armband   | full_body   | choker   | blush   | white_dress   | official_alternate_costume   | wedding_dress   | bridal_veil   | bare_shoulders   | rose   | tiara   | petals   | holding_bouquet   | red_flower   | ribbon   | cross_necklace   | off-shoulder_dress   | wedding_ring   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------------------|:-------|:---------------|:-----------|:-------------|:---------------|:-------------|:-----------|:-------|:---------------|:--------------------|:--------|:-------------------|:---------------|:-----------------|:-------|:-------------|:---------|:-----------------|:--------------|:--------------|:--------------|:-------------|:----------------------|:--------------|:--------|:----------|:----------|:------------|:---------|:--------|:--------------|:-----------------------------|:----------------|:--------------|:-----------------|:-------|:--------|:---------|:------------------|:-------------|:---------|:-----------------|:---------------------|:---------------|
|   0 |        18 | ![](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        |                  |               |               |               |              |                       |               |         |           |           |             |          |         |               |                              |                 |               |                  |        |         |          |                   |              |          |                  |                      |                |
|   1 |        10 | ![](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         | 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       |               |                              |                 |               |                  |        |         |          |                   |              |          |                  |                      |                |
|   3 |        17 | ![](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        | 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 kar98k/Kar98k/Kar98k (Girls' Frontline)
==================================================


This is the dataset of kar98k/Kar98k/Kar98k (Girls' Frontline), containing 388 images and their tags.


The core tags of this character are 'long\_hair, red\_eyes, white\_hair, breasts, very\_long\_hair, bangs, hair\_between\_eyes, hat, peaked\_cap, large\_breasts, black\_headwear', 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