
# Dataset of zas_m21/ZasM21/ZasM21 (Girls' Frontline)

This is the dataset of zas_m21/ZasM21/ZasM21 (Girls' Frontline), containing 121 images and their tags.

The core tags of this character are `short_hair, blue_hair, bangs, orange_eyes, earrings, eyewear_on_head, goggles_on_head, ahoge`, 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              |      121 | 161.80 MiB | [Download](https://huggingface.co/datasets/CyberHarem/zas_m21_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      121 | 84.52 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/zas_m21_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      287 | 178.26 MiB | [Download](https://huggingface.co/datasets/CyberHarem/zas_m21_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      121 | 138.34 MiB | [Download](https://huggingface.co/datasets/CyberHarem/zas_m21_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      287 | 259.05 MiB | [Download](https://huggingface.co/datasets/CyberHarem/zas_m21_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/zas_m21_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 |        11 | ![](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, bare_shoulders, black_gloves, choker, fingerless_gloves, looking_at_viewer, nail_polish, solo, simple_background, collarbone, multicolored_nails, orange_nails, upper_body, blue_nails, single_earring, orange_goggles, white_background, closed_mouth, off_shoulder, necktie                                                              |
|   1 |        10 | ![](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, bare_shoulders, choker, solo, assault_rifle, fingerless_gloves, jewelry, nail_polish, black_gloves, boots, looking_at_viewer, sitting, mismatched_legwear, multicolored_nails, orange_goggles, uneven_legwear, black_footwear, blue_nails, character_name, garter_straps, holding_gun, orange_nails, simple_background, striped_thighhighs |
|   2 |        15 | ![](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) | bare_shoulders, white_dress, 1girl, looking_at_viewer, official_alternate_costume, solo, yellow_eyes, collarbone, wedding_dress, bridal_veil, hair_flower, holding, white_gloves, blush, choker, elbow_gloves, breasts, closed_mouth, white_flower                                                                                                |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | bare_shoulders   | black_gloves   | choker   | fingerless_gloves   | looking_at_viewer   | nail_polish   | solo   | simple_background   | collarbone   | multicolored_nails   | orange_nails   | upper_body   | blue_nails   | single_earring   | orange_goggles   | white_background   | closed_mouth   | off_shoulder   | necktie   | assault_rifle   | jewelry   | boots   | sitting   | mismatched_legwear   | uneven_legwear   | black_footwear   | character_name   | garter_straps   | holding_gun   | striped_thighhighs   | white_dress   | official_alternate_costume   | yellow_eyes   | wedding_dress   | bridal_veil   | hair_flower   | holding   | white_gloves   | blush   | elbow_gloves   | breasts   | white_flower   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-----------------|:---------------|:---------|:--------------------|:--------------------|:--------------|:-------|:--------------------|:-------------|:---------------------|:---------------|:-------------|:-------------|:-----------------|:-----------------|:-------------------|:---------------|:---------------|:----------|:----------------|:----------|:--------|:----------|:---------------------|:-----------------|:-----------------|:-----------------|:----------------|:--------------|:---------------------|:--------------|:-----------------------------|:--------------|:----------------|:--------------|:--------------|:----------|:---------------|:--------|:---------------|:----------|:---------------|
|   0 |        11 | ![](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         |                 |           |         |           |                      |                  |                  |                  |                 |               |                      |               |                              |               |                 |               |               |           |                |         |                |           |                |
|   1 |        10 | ![](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                    |               |                              |               |                 |               |               |           |                |         |                |           |                |
|   2 |        15 | ![](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              |


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 zas\_m21/ZasM21/ZasM21 (Girls' Frontline)
====================================================


This is the dataset of zas\_m21/ZasM21/ZasM21 (Girls' Frontline), containing 121 images and their tags.


The core tags of this character are 'short\_hair, blue\_hair, bangs, orange\_eyes, earrings, eyewear\_on\_head, goggles\_on\_head, ahoge', 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