
# Dataset of cz75/CZ75/CZ75 (Girls' Frontline)

This is the dataset of cz75/CZ75/CZ75 (Girls' Frontline), containing 46 images and their tags.

The core tags of this character are `red_hair, hair_ornament, long_hair, red_eyes, twintails, hairclip, bangs, ribbon, hair_ribbon, black_ribbon, breasts`, 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 | 54.30 MiB | [Download](https://huggingface.co/datasets/CyberHarem/cz75_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       46 | 31.79 MiB | [Download](https://huggingface.co/datasets/CyberHarem/cz75_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      109 | 65.44 MiB | [Download](https://huggingface.co/datasets/CyberHarem/cz75_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       46 | 48.90 MiB | [Download](https://huggingface.co/datasets/CyberHarem/cz75_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      109 | 92.53 MiB | [Download](https://huggingface.co/datasets/CyberHarem/cz75_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/cz75_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 |         5 | ![](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, looking_at_viewer, solo, black_gloves, fingerless_gloves, holding_axe, holding_weapon, simple_background, black_shorts, elbow_pads, open_mouth, red_shirt, sleeveless, white_background, black_footwear, boots, knee_pads, teeth                                                                                            |
|   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, looking_at_viewer, solo, bare_shoulders, fingerless_gloves, holding_gun, black_gloves, handgun, belt, blush, very_long_hair, asymmetrical_clothes, collarbone, navel, open_mouth, sidelocks, black_pants, holding_axe, midriff, sleeveless, v-shaped_eyebrows, boots, dual_wielding, elbow_pads, full_body, gradient_hair, red_shirt, teeth |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | bare_shoulders   | looking_at_viewer   | solo   | black_gloves   | fingerless_gloves   | holding_axe   | holding_weapon   | simple_background   | black_shorts   | elbow_pads   | open_mouth   | red_shirt   | sleeveless   | white_background   | black_footwear   | boots   | knee_pads   | teeth   | holding_gun   | handgun   | belt   | blush   | very_long_hair   | asymmetrical_clothes   | collarbone   | navel   | sidelocks   | black_pants   | midriff   | v-shaped_eyebrows   | dual_wielding   | full_body   | gradient_hair   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-----------------|:--------------------|:-------|:---------------|:--------------------|:--------------|:-----------------|:--------------------|:---------------|:-------------|:-------------|:------------|:-------------|:-------------------|:-----------------|:--------|:------------|:--------|:--------------|:----------|:-------|:--------|:-----------------|:-----------------------|:-------------|:--------|:------------|:--------------|:----------|:--------------------|:----------------|:------------|:----------------|
|   0 |         5 | ![](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 |        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         | 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 cz75/CZ75/CZ75 (Girls' Frontline)
============================================


This is the dataset of cz75/CZ75/CZ75 (Girls' Frontline), containing 46 images and their tags.


The core tags of this character are 'red\_hair, hair\_ornament, long\_hair, red\_eyes, twintails, hairclip, bangs, ribbon, hair\_ribbon, black\_ribbon, breasts', 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