
# Dataset of m870/M870/M870 (Girls' Frontline)

This is the dataset of m870/M870/M870 (Girls' Frontline), containing 61 images and their tags.

The core tags of this character are `long_hair, twintails, blonde_hair, horns, hat, breasts, hair_between_eyes, bangs, red_eyes, tail, mechanical_tail, orange_eyes`, 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              |       61 | 84.35 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/m870_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       61 | 45.69 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/m870_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      153 | 100.83 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m870_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       61 | 74.53 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/m870_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      153 | 145.16 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m870_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/m870_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 |        13 | ![](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, black_jacket, blue_skirt, fingerless_gloves, open_mouth, black_gloves, miniskirt, pleated_skirt, bomber_jacket, fangs, looking_at_viewer, open_jacket, shirt, short_sleeves, blush, simple_background, smile, white_background, cuffs, fur-trimmed_jacket, shotgun_shell, cleavage, police_hat |
|   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, looking_at_viewer, solo, blush, fingerless_gloves, open_mouth, simple_background, black_gloves, fur_trim, smile, upper_body, white_background, short_sleeves, black_jacket, cleavage, fang, shirt                                                                                                    |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | solo   | black_jacket   | blue_skirt   | fingerless_gloves   | open_mouth   | black_gloves   | miniskirt   | pleated_skirt   | bomber_jacket   | fangs   | looking_at_viewer   | open_jacket   | shirt   | short_sleeves   | blush   | simple_background   | smile   | white_background   | cuffs   | fur-trimmed_jacket   | shotgun_shell   | cleavage   | police_hat   | fur_trim   | upper_body   | fang   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-------|:---------------|:-------------|:--------------------|:-------------|:---------------|:------------|:----------------|:----------------|:--------|:--------------------|:--------------|:--------|:----------------|:--------|:--------------------|:--------|:-------------------|:--------|:---------------------|:----------------|:-----------|:-------------|:-----------|:-------------|:-------|
|   0 |        13 | ![](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      |


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 m870/M870/M870 (Girls' Frontline)
============================================


This is the dataset of m870/M870/M870 (Girls' Frontline), containing 61 images and their tags.


The core tags of this character are 'long\_hair, twintails, blonde\_hair, horns, hat, breasts, hair\_between\_eyes, bangs, red\_eyes, tail, mechanical\_tail, orange\_eyes', 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