
# Dataset of m99/M99/M99 (Girls' Frontline)

This is the dataset of m99/M99/M99 (Girls' Frontline), containing 81 images and their tags.

The core tags of this character are `bow, red_bow, bangs, brown_hair, hair_bow, purple_eyes, short_hair, black_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              |       81 | 95.83 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/m99_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       81 | 55.17 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/m99_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      207 | 123.43 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m99_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       81 | 83.50 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/m99_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      207 | 168.77 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m99_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/m99_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 |         9 | ![](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, full_body, shoes, solo, dress, fur_trim, looking_at_viewer, simple_background, blush, official_alternate_costume, sniper_rifle, striped, white_background, long_sleeves, object_namesake, hood, ribbon, standing, stuffed_animal, stuffed_bunny, white_thighhighs, coat, holding_gun, white_footwear                                                                                                                                                                                                                  |
|   1 |         7 | ![](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, hair_ornament, open_mouth, solo, looking_at_viewer, rabbit, sniper_rifle, bike_shorts, blush, grenade, ribbon, scope, two-sided_skirt, detached_sleeves, simple_background, white_background, black_shorts, fang, holding_weapon, shorts_under_skirt, star_(symbol)                                                                                                                                                                                                                                                   |
|   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, blush, frilled_skirt, looking_at_viewer, red_necktie, red_skirt, sleeveless_shirt, solo, white_shirt, bare_shoulders, collared_shirt, detached_sleeves, pleated_skirt, star_print, hair_ornament, rabbit, sniper_rifle, white_background, bike_shorts, black_shorts, grenade, holding_gun, open_mouth, short_shorts, shorts_under_skirt, socks, wings, :d, black_footwear, boots, long_sleeves, scope, standing                                                                                                       |
|   3 |        19 | ![](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, blush, rabbit_ears, solo, animal_hat, hat_bow, official_alternate_costume, white_headwear, bunny_hat, looking_at_viewer, puffy_short_sleeves, twin_braids, white_thighhighs, striped_bow, short_over_long_sleeves, cellphone, long_hair, white_shirt, black_skirt, full_body, open_mouth, vertical-striped_thighhighs, black_footwear, holding_phone, low_twintails, shoes, smile, white_background, animal_bag, ribbon, sitting, underwear, animal_on_head, black_bow, pleated_skirt, simple_background, white_dress |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | full_body   | shoes   | solo   | dress   | fur_trim   | looking_at_viewer   | simple_background   | blush   | official_alternate_costume   | sniper_rifle   | striped   | white_background   | long_sleeves   | object_namesake   | hood   | ribbon   | standing   | stuffed_animal   | stuffed_bunny   | white_thighhighs   | coat   | holding_gun   | white_footwear   | hair_ornament   | open_mouth   | rabbit   | bike_shorts   | grenade   | scope   | two-sided_skirt   | detached_sleeves   | black_shorts   | fang   | holding_weapon   | shorts_under_skirt   | star_(symbol)   | frilled_skirt   | red_necktie   | red_skirt   | sleeveless_shirt   | white_shirt   | bare_shoulders   | collared_shirt   | pleated_skirt   | star_print   | short_shorts   | socks   | wings   | :d   | black_footwear   | boots   | rabbit_ears   | animal_hat   | hat_bow   | white_headwear   | bunny_hat   | puffy_short_sleeves   | twin_braids   | striped_bow   | short_over_long_sleeves   | cellphone   | long_hair   | black_skirt   | vertical-striped_thighhighs   | holding_phone   | low_twintails   | smile   | animal_bag   | sitting   | underwear   | animal_on_head   | black_bow   | white_dress   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:------------|:--------|:-------|:--------|:-----------|:--------------------|:--------------------|:--------|:-----------------------------|:---------------|:----------|:-------------------|:---------------|:------------------|:-------|:---------|:-----------|:-----------------|:----------------|:-------------------|:-------|:--------------|:-----------------|:----------------|:-------------|:---------|:--------------|:----------|:--------|:------------------|:-------------------|:---------------|:-------|:-----------------|:---------------------|:----------------|:----------------|:--------------|:------------|:-------------------|:--------------|:-----------------|:-----------------|:----------------|:-------------|:---------------|:--------|:--------|:-----|:-----------------|:--------|:--------------|:-------------|:----------|:-----------------|:------------|:----------------------|:--------------|:--------------|:--------------------------|:------------|:------------|:--------------|:------------------------------|:----------------|:----------------|:--------|:-------------|:----------|:------------|:-----------------|:------------|:--------------|
|   0 |         9 | ![](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 |         7 | ![](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               |                 |               |             |                    |               |                  |                  |                 |              |                |         |         |      |                  |         |               |              |           |                  |             |                       |               |               |                           |             |             |               |                               |                 |                 |         |              |           |             |                  |             |               |
|   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                  | X              |        |                  | X                    |                 | X               | X             | X           | X                  | X             | X                | X                | X               | X            | X              | X       | X       | X    | X                | X       |               |              |           |                  |             |                       |               |               |                           |             |             |               |                               |                 |                 |         |              |           |             |                  |             |               |
|   3 |        19 | ![](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           | 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 m99/M99/M99 (Girls' Frontline)
=========================================


This is the dataset of m99/M99/M99 (Girls' Frontline), containing 81 images and their tags.


The core tags of this character are 'bow, red\_bow, bangs, brown\_hair, hair\_bow, purple\_eyes, short\_hair, black\_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