---
license: mit
task_categories:
- text-to-image
tags:
- art
- not-for-all-audiences
size_categories:
- n<1K
---

# Dataset of m38/M38/伯莱塔38型 (Girls' Frontline)

This is the dataset of m38/M38/伯莱塔38型 (Girls' Frontline), containing 10 images and their tags.

The core tags of this character are `blue_eyes, long_hair, ahoge, hat, bangs, beret, hair_ornament, brown_hair, hairclip, breasts, hair_between_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              |       10 | 13.19 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m38_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       10 | 6.30 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/m38_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |       22 | 13.52 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m38_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       10 | 10.95 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m38_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |       22 | 20.85 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m38_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/m38_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, looking_at_viewer, simple_background, solo, white_shirt, long_sleeves, pleated_skirt, submachine_gun, white_background, white_thighhighs, black_footwear, black_skirt, closed_mouth, holding_gun, jacket, military_uniform, red_necktie, loafers, belt, blush, collared_shirt, full_body, standing |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | looking_at_viewer   | simple_background   | solo   | white_shirt   | long_sleeves   | pleated_skirt   | submachine_gun   | white_background   | white_thighhighs   | black_footwear   | black_skirt   | closed_mouth   | holding_gun   | jacket   | military_uniform   | red_necktie   | loafers   | belt   | blush   | collared_shirt   | full_body   | standing   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------------------|:--------------------|:-------|:--------------|:---------------|:----------------|:-----------------|:-------------------|:-------------------|:-----------------|:--------------|:---------------|:--------------|:---------|:-------------------|:--------------|:----------|:-------|:--------|:-----------------|:------------|:-----------|
|   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          |