
# Dataset of m4a1/M4A1/M4A1 (Girls' Frontline)

This is the dataset of m4a1/M4A1/M4A1 (Girls' Frontline), containing 500 images and their tags.

The core tags of this character are `long_hair, multicolored_hair, streaked_hair, bangs, green_hair, brown_eyes, brown_hair, breasts, black_hair, headphones`, 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              |      500 | 813.45 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m4a1_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      500 | 394.15 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m4a1_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |     1221 | 843.03 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m4a1_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      500 | 691.73 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m4a1_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |     1221 | 1.27 GiB   | [Download](https://huggingface.co/datasets/CyberHarem/m4a1_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/m4a1_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 |         7 | ![](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, gloves, holding_gun, m4_carbine, mod3_(girls'_frontline), solo, shorts, thighhighs, asymmetrical_legwear, detached_sleeves, looking_at_viewer, full_body, pouch, scarf                                                                                                                         |
|   1 |        26 | ![](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, m4_carbine, solo, scarf, holding_gun, jacket_around_waist, looking_at_viewer, armband, white_background, black_gloves, closed_mouth, thighhighs, simple_background                                                                                                                             |
|   2 |         9 | ![](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, holding_gun, m4_carbine, solo, mod3_(girls'_frontline), black_gloves, closed_mouth, looking_at_viewer, jacket, scarf, upper_body                                                                                                                                                               |
|   3 |        12 | ![](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, solo, upper_body, looking_at_viewer, mod3_(girls'_frontline), simple_background, bare_shoulders, closed_mouth, white_background, ribbed_sweater                                                                                                                                                |
|   4 |        10 | ![](samples/4/clu4-sample0.png) | ![](samples/4/clu4-sample1.png) | ![](samples/4/clu4-sample2.png) | ![](samples/4/clu4-sample3.png) | ![](samples/4/clu4-sample4.png) | 1girl, blush, looking_at_viewer, solo, white_background, upper_body, closed_mouth, medium_breasts, simple_background, bare_shoulders, collarbone, black_dress, hair_between_eyes                                                                                                                      |
|   5 |        12 | ![](samples/5/clu5-sample0.png) | ![](samples/5/clu5-sample1.png) | ![](samples/5/clu5-sample2.png) | ![](samples/5/clu5-sample3.png) | ![](samples/5/clu5-sample4.png) | 1girl, bare_shoulders, blue_butterfly, cleavage, hair_ornament, solo, black_gloves, criss-cross_halter, black_dress, halter_dress, medium_breasts, official_alternate_costume, blush, looking_at_viewer, collarbone, full_body, m4_carbine, closed_mouth, sitting, thighlet, armlet, sleeveless_dress |
|   6 |        14 | ![](samples/6/clu6-sample0.png) | ![](samples/6/clu6-sample1.png) | ![](samples/6/clu6-sample2.png) | ![](samples/6/clu6-sample3.png) | ![](samples/6/clu6-sample4.png) | 1boy, 1girl, hetero, blush, solo_focus, large_breasts, nipples, open_mouth, penis, sex, cum_in_pussy, navel, heart, overflow, sweat, vaginal, anus, bar_censor, completely_nude, pubic_hair, spread_legs                                                                                              |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | gloves   | holding_gun   | m4_carbine   | mod3_(girls'_frontline)   | solo   | shorts   | thighhighs   | asymmetrical_legwear   | detached_sleeves   | looking_at_viewer   | full_body   | pouch   | scarf   | jacket_around_waist   | armband   | white_background   | black_gloves   | closed_mouth   | simple_background   | jacket   | upper_body   | bare_shoulders   | ribbed_sweater   | blush   | medium_breasts   | collarbone   | black_dress   | hair_between_eyes   | blue_butterfly   | cleavage   | hair_ornament   | criss-cross_halter   | halter_dress   | official_alternate_costume   | sitting   | thighlet   | armlet   | sleeveless_dress   | 1boy   | hetero   | solo_focus   | large_breasts   | nipples   | open_mouth   | penis   | sex   | cum_in_pussy   | navel   | heart   | overflow   | sweat   | vaginal   | anus   | bar_censor   | completely_nude   | pubic_hair   | spread_legs   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:---------|:--------------|:-------------|:--------------------------|:-------|:---------|:-------------|:-----------------------|:-------------------|:--------------------|:------------|:--------|:--------|:----------------------|:----------|:-------------------|:---------------|:---------------|:--------------------|:---------|:-------------|:-----------------|:-----------------|:--------|:-----------------|:-------------|:--------------|:--------------------|:-----------------|:-----------|:----------------|:---------------------|:---------------|:-----------------------------|:----------|:-----------|:---------|:-------------------|:-------|:---------|:-------------|:----------------|:----------|:-------------|:--------|:------|:---------------|:--------|:--------|:-----------|:--------|:----------|:-------|:-------------|:------------------|:-------------|:--------------|
|   0 |         7 | ![](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       |                       |           |                    |                |                |                     |          |              |                  |                  |         |                  |              |               |                     |                  |            |                 |                      |                |                              |           |            |          |                    |        |          |              |                 |           |              |         |       |                |         |         |            |         |           |        |              |                   |              |               |
|   1 |        26 | ![](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                   |          |              |                  |                  |         |                  |              |               |                     |                  |            |                 |                      |                |                              |           |            |          |                    |        |          |              |                 |           |              |         |       |                |         |         |            |         |           |        |              |                   |              |               |
|   2 |         9 | ![](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            |                  |                  |         |                  |              |               |                     |                  |            |                 |                      |                |                              |           |            |          |                    |        |          |              |                 |           |              |         |       |                |         |         |            |         |           |        |              |                   |              |               |
|   3 |        12 | ![](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                |         |                  |              |               |                     |                  |            |                 |                      |                |                              |           |            |          |                    |        |          |              |                 |           |              |         |       |                |         |         |            |         |           |        |              |                   |              |               |
|   4 |        10 | ![](samples/4/clu4-sample0.png) | ![](samples/4/clu4-sample1.png) | ![](samples/4/clu4-sample2.png) | ![](samples/4/clu4-sample3.png) | ![](samples/4/clu4-sample4.png) | X       |          |               |              |                           | X      |          |              |                        |                    | X                   |             |         |         |                       |           | X                  |                | X              | X                   |          | X            | X                |                  | X       | X                | X            | X             | X                   |                  |            |                 |                      |                |                              |           |            |          |                    |        |          |              |                 |           |              |         |       |                |         |         |            |         |           |        |              |                   |              |               |
|   5 |        12 | ![](samples/5/clu5-sample0.png) | ![](samples/5/clu5-sample1.png) | ![](samples/5/clu5-sample2.png) | ![](samples/5/clu5-sample3.png) | ![](samples/5/clu5-sample4.png) | X       |          |               | X            |                           | X      |          |              |                        |                    | X                   | X           |         |         |                       |           |                    | X              | X              |                     |          |              | X                |                  | X       | X                | X            | X             |                     | X                | X          | X               | X                    | X              | X                            | X         | X          | X        | X                  |        |          |              |                 |           |              |         |       |                |         |         |            |         |           |        |              |                   |              |               |
|   6 |        14 | ![](samples/6/clu6-sample0.png) | ![](samples/6/clu6-sample1.png) | ![](samples/6/clu6-sample2.png) | ![](samples/6/clu6-sample3.png) | ![](samples/6/clu6-sample4.png) | 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 m4a1/M4A1/M4A1 (Girls' Frontline)
============================================


This is the dataset of m4a1/M4A1/M4A1 (Girls' Frontline), containing 500 images and their tags.


The core tags of this character are 'long\_hair, multicolored\_hair, streaked\_hair, bangs, green\_hair, brown\_eyes, brown\_hair, breasts, black\_hair, headphones', 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