
# Dataset of m2hb/M2HB/M2HB (Girls' Frontline)

This is the dataset of m2hb/M2HB/M2HB (Girls' Frontline), containing 46 images and their tags.

The core tags of this character are `long_hair, blonde_hair, breasts, hat, large_breasts, red_eyes, bangs, garrison_cap`, 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              |       46 | 62.44 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m2hb_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       46 | 32.65 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m2hb_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      107 | 67.51 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m2hb_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       46 | 53.18 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m2hb_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      107 | 98.72 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m2hb_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/m2hb_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 |        16 | ![](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, cleavage, white_gloves, dog_tags, machine_gun, necklace, looking_at_viewer, smile, white_shirt, midriff, tied_shirt, holding, jacket_around_waist, simple_background, white_background, crop_top, navel, sleeveless                                                |
|   1 |        12 | ![](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) | looking_at_viewer, 1girl, solo, race_queen, cleavage, official_alternate_costume, white_gloves, cropped_jacket, navel, smile, thighhighs, midriff, white_background, checkered_flag, multicolored_gloves, multicolored_jacket, thigh_boots, white_jacket, high_heels, miniskirt |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | solo   | cleavage   | white_gloves   | dog_tags   | machine_gun   | necklace   | looking_at_viewer   | smile   | white_shirt   | midriff   | tied_shirt   | holding   | jacket_around_waist   | simple_background   | white_background   | crop_top   | navel   | sleeveless   | race_queen   | official_alternate_costume   | cropped_jacket   | thighhighs   | checkered_flag   | multicolored_gloves   | multicolored_jacket   | thigh_boots   | white_jacket   | high_heels   | miniskirt   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-------|:-----------|:---------------|:-----------|:--------------|:-----------|:--------------------|:--------|:--------------|:----------|:-------------|:----------|:----------------------|:--------------------|:-------------------|:-----------|:--------|:-------------|:-------------|:-----------------------------|:-----------------|:-------------|:-----------------|:----------------------|:----------------------|:--------------|:---------------|:-------------|:------------|
|   0 |        16 | ![](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 |        12 | ![](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           |


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 m2hb/M2HB/M2HB (Girls' Frontline)
============================================


This is the dataset of m2hb/M2HB/M2HB (Girls' Frontline), containing 46 images and their tags.


The core tags of this character are 'long\_hair, blonde\_hair, breasts, hat, large\_breasts, red\_eyes, bangs, garrison\_cap', 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