
# Dataset of mp40/MP40/MP40 (Girls' Frontline)

This is the dataset of mp40/MP40/MP40 (Girls' Frontline), containing 301 images and their tags.

The core tags of this character are `blonde_hair, short_hair, hat, brown_eyes, breasts, garrison_cap, military_hat, 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              |      301 | 396.83 MiB | [Download](https://huggingface.co/datasets/CyberHarem/mp40_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      301 | 203.62 MiB | [Download](https://huggingface.co/datasets/CyberHarem/mp40_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      752 | 454.73 MiB | [Download](https://huggingface.co/datasets/CyberHarem/mp40_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      301 | 340.71 MiB | [Download](https://huggingface.co/datasets/CyberHarem/mp40_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      752 | 675.44 MiB | [Download](https://huggingface.co/datasets/CyberHarem/mp40_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/mp40_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 |        14 | ![](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, black_necktie, military_uniform, solo, black_jacket, looking_at_viewer, simple_background, collared_shirt, white_shirt, long_sleeves, white_background, blush, smile, upper_body, armband, open_mouth, black_gloves, bangs, holding, iron_cross, submachine_gun                                                                                                                                                 |
|   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, black_footwear, black_necktie, full_body, long_sleeves, looking_at_viewer, military_uniform, solo, submachine_gun, thigh_strap, armband, belt, black_gloves, black_jacket, collared_shirt, holding_gun, knee_boots, red_socks, saber_(weapon), simple_background, standing, white_background, white_shirt, half_gloves, iron_cross, bangs, lace-up_boots, sheathed, smile, aiguillette, open_mouth, wing_collar |
|   2 |         5 | ![](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, bangs, black_jacket, epaulettes, holding_gun, insignia, long_sleeves, military_uniform, pouch, red_eyes, simple_background, smile, solo, submachine_gun, white_background, white_belt, black_gloves, open_mouth, upper_body, crazy, handgun, peaked_cap, bespectacled, black_necktie, collared_shirt, dress_shirt, military_jacket, round_eyewear, white_shirt, wing_collar                                     |
|   3 |         5 | ![](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, simple_background, solo, white_shirt, black_necktie, collared_shirt, cowboy_shot, medium_breasts, black_skirt, closed_mouth, long_sleeves, smile, blush, bottomless, english_text, naked_shirt, pencil_skirt, sleeves_rolled_up, speech_bubble, thigh_strap, white_background                                                                                                                |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | black_necktie   | military_uniform   | solo   | black_jacket   | looking_at_viewer   | simple_background   | collared_shirt   | white_shirt   | long_sleeves   | white_background   | blush   | smile   | upper_body   | armband   | open_mouth   | black_gloves   | bangs   | holding   | iron_cross   | submachine_gun   | black_footwear   | full_body   | thigh_strap   | belt   | holding_gun   | knee_boots   | red_socks   | saber_(weapon)   | standing   | half_gloves   | lace-up_boots   | sheathed   | aiguillette   | wing_collar   | epaulettes   | insignia   | pouch   | red_eyes   | white_belt   | crazy   | handgun   | peaked_cap   | bespectacled   | dress_shirt   | military_jacket   | round_eyewear   | cowboy_shot   | medium_breasts   | black_skirt   | closed_mouth   | bottomless   | english_text   | naked_shirt   | pencil_skirt   | sleeves_rolled_up   | speech_bubble   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:----------------|:-------------------|:-------|:---------------|:--------------------|:--------------------|:-----------------|:--------------|:---------------|:-------------------|:--------|:--------|:-------------|:----------|:-------------|:---------------|:--------|:----------|:-------------|:-----------------|:-----------------|:------------|:--------------|:-------|:--------------|:-------------|:------------|:-----------------|:-----------|:--------------|:----------------|:-----------|:--------------|:--------------|:-------------|:-----------|:--------|:-----------|:-------------|:--------|:----------|:-------------|:---------------|:--------------|:------------------|:----------------|:--------------|:-----------------|:--------------|:---------------|:-------------|:---------------|:--------------|:---------------|:--------------------|:----------------|
|   0 |        14 | ![](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                |                  |             |               |        |               |              |             |                  |            |               |                 |            |               |               |              |            |         |            |              |         |           |              |                |               |                   |                 |               |                  |               |                |              |                |               |                |                     |                 |
|   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             | X      | X             | X            | X           | X                | X          | X             | X               | X          | X             | X             |              |            |         |            |              |         |           |              |                |               |                   |                 |               |                  |               |                |              |                |               |                |                     |                 |
|   2 |         5 | ![](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               |               |                  |               |                |              |                |               |                |                     |                 |
|   3 |         5 | ![](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               |


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 mp40/MP40/MP40 (Girls' Frontline)
============================================


This is the dataset of mp40/MP40/MP40 (Girls' Frontline), containing 301 images and their tags.


The core tags of this character are 'blonde\_hair, short\_hair, hat, brown\_eyes, breasts, garrison\_cap, military\_hat, 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