
# Dataset of gr_mk23/GrMk23/Mk23 (Girls' Frontline)

This is the dataset of gr_mk23/GrMk23/Mk23 (Girls' Frontline), containing 96 images and their tags.

The core tags of this character are `long_hair, brown_hair, breasts, multicolored_hair, blue_eyes, streaked_hair, heterochromia, earrings, animal_ears, red_eyes, heart_earrings, tail, bangs, cat_ears, medium_breasts, pink_hair, cat_tail, fang, two_side_up`, 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              |       96 | 128.55 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gr_mk23_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       96 | 73.81 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/gr_mk23_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      230 | 157.95 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gr_mk23_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       96 | 113.96 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gr_mk23_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      230 | 222.55 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gr_mk23_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/gr_mk23_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 |        10 | ![](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, heart, jewelry, looking_at_viewer, solo, white_shirt, blush, collared_shirt, white_background, hairclip, open_mouth, simple_background, smile, long_sleeves, off_shoulder, pleated_skirt, purple_bowtie, x_hair_ornament, black_choker, plaid_skirt, purple_skirt, open_jacket, pink_jacket, school_uniform, very_long_hair                                                                |
|   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, choker, heart, jewelry, looking_at_viewer, nail_polish, open_mouth, solo, cleavage, large_breasts, white_shirt, blush, bowtie, hairclip, pink_eyes, x_hair_ornament, :d, collarbone, long_sleeves, pink_nails, purple_skirt, school_uniform, skin_fang, sleeves_past_wrists                                                                                                                |
|   2 |        17 | ![](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, heart, jewelry, looking_at_viewer, solo, smile, blush, cleavage, simple_background, jingle_bell, neck_bell, fingerless_gloves, white_background, open_mouth, white_thighhighs, black_gloves, choker, sitting, skirt, tail_bell, bra, clothing_cutout, collarbone                                                                                                                           |
|   3 |        10 | ![](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, looking_at_viewer, solo, black_gloves, china_dress, cleavage, double_bun, blush, jewelry, smile, white_dress, heart, covered_navel, open_mouth, very_long_hair, bare_shoulders, clothing_cutout, handgun, heckler_&_koch, single_elbow_glove, uneven_gloves                                                                                                                                |
|   4 |        10 | ![](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) | blush, jewelry, wedding_dress, white_dress, white_gloves, 1girl, bridal_veil, elbow_gloves, heart, solo, cleavage, looking_at_viewer, smile, strapless_dress, tiara, official_alternate_costume, open_mouth, bride, hair_ornament, pink_rose, bare_shoulders, bridal_garter, holding_bouquet, very_long_hair, full_body, gun, heckler_&_koch, simple_background, white_background, white_footwear |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | heart   | jewelry   | looking_at_viewer   | solo   | white_shirt   | blush   | collared_shirt   | white_background   | hairclip   | open_mouth   | simple_background   | smile   | long_sleeves   | off_shoulder   | pleated_skirt   | purple_bowtie   | x_hair_ornament   | black_choker   | plaid_skirt   | purple_skirt   | open_jacket   | pink_jacket   | school_uniform   | very_long_hair   | choker   | nail_polish   | cleavage   | large_breasts   | bowtie   | pink_eyes   | :d   | collarbone   | pink_nails   | skin_fang   | sleeves_past_wrists   | jingle_bell   | neck_bell   | fingerless_gloves   | white_thighhighs   | black_gloves   | sitting   | skirt   | tail_bell   | bra   | clothing_cutout   | china_dress   | double_bun   | white_dress   | covered_navel   | bare_shoulders   | handgun   | heckler_&_koch   | single_elbow_glove   | uneven_gloves   | wedding_dress   | white_gloves   | bridal_veil   | elbow_gloves   | strapless_dress   | tiara   | official_alternate_costume   | bride   | hair_ornament   | pink_rose   | bridal_garter   | holding_bouquet   | full_body   | gun   | white_footwear   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------|:----------|:--------------------|:-------|:--------------|:--------|:-----------------|:-------------------|:-----------|:-------------|:--------------------|:--------|:---------------|:---------------|:----------------|:----------------|:------------------|:---------------|:--------------|:---------------|:--------------|:--------------|:-----------------|:-----------------|:---------|:--------------|:-----------|:----------------|:---------|:------------|:-----|:-------------|:-------------|:------------|:----------------------|:--------------|:------------|:--------------------|:-------------------|:---------------|:----------|:--------|:------------|:------|:------------------|:--------------|:-------------|:--------------|:----------------|:-----------------|:----------|:-----------------|:---------------------|:----------------|:----------------|:---------------|:--------------|:---------------|:------------------|:--------|:-----------------------------|:--------|:----------------|:------------|:----------------|:------------------|:------------|:------|:-----------------|
|   0 |        10 | ![](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                |          |               |            |                 |          |             |      |              |              |             |                       |               |             |                     |                    |                |           |         |             |       |                   |               |              |               |                 |                  |           |                  |                      |                 |                 |                |               |                |                   |         |                              |         |                 |             |                 |                   |             |       |                  |
|   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                     |               |             |                     |                    |                |           |         |             |       |                   |               |              |               |                 |                  |           |                  |                      |                 |                 |                |               |                |                   |         |                              |         |                 |             |                 |                   |             |       |                  |
|   2 |        17 | ![](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           | X     | X                 |               |              |               |                 |                  |           |                  |                      |                 |                 |                |               |                |                   |         |                              |         |                 |             |                 |                   |             |       |                  |
|   3 |        10 | ![](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               |                 |                |               |                |                   |         |                              |         |                 |             |                 |                   |             |       |                  |
|   4 |        10 | ![](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                            | 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 gr\_mk23/GrMk23/Mk23 (Girls' Frontline)
==================================================


This is the dataset of gr\_mk23/GrMk23/Mk23 (Girls' Frontline), containing 96 images and their tags.


The core tags of this character are 'long\_hair, brown\_hair, breasts, multicolored\_hair, blue\_eyes, streaked\_hair, heterochromia, earrings, animal\_ears, red\_eyes, heart\_earrings, tail, bangs, cat\_ears, medium\_breasts, pink\_hair, cat\_tail, fang, two\_side\_up', 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