
# Dataset of r93/R93/R93 (Girls' Frontline)

This is the dataset of r93/R93/R93 (Girls' Frontline), containing 45 images and their tags.

The core tags of this character are `green_eyes, pink_hair, breasts, long_hair, bangs, sunglasses, medium_breasts, eyewear_on_head`, 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              |       45 | 66.59 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/r93_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       45 | 34.19 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/r93_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      111 | 75.96 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/r93_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       45 | 57.53 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/r93_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      111 | 110.51 MiB | [Download](https://huggingface.co/datasets/CyberHarem/r93_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/r93_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, cleavage, solo, navel, official_alternate_costume, collarbone, looking_at_viewer, simple_background, white_background, white_bikini, black_bikini, blush, thigh_strap, bare_shoulders, choker, side-tie_bikini_bottom, side_ponytail, armpits, bag, closed_mouth, hair_between_eyes, jacket |
|   1 |         9 | ![](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, closed_mouth, smile, solo, simple_background, black_gloves, cleavage, looking_at_viewer, sniper_rifle, standing, white_background, dress, hair_ribbon, hairband, holding_gun, long_sleeves                                                                                                  |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | cleavage   | solo   | navel   | official_alternate_costume   | collarbone   | looking_at_viewer   | simple_background   | white_background   | white_bikini   | black_bikini   | blush   | thigh_strap   | bare_shoulders   | choker   | side-tie_bikini_bottom   | side_ponytail   | armpits   | bag   | closed_mouth   | hair_between_eyes   | jacket   | smile   | black_gloves   | sniper_rifle   | standing   | dress   | hair_ribbon   | hairband   | holding_gun   | long_sleeves   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-----------|:-------|:--------|:-----------------------------|:-------------|:--------------------|:--------------------|:-------------------|:---------------|:---------------|:--------|:--------------|:-----------------|:---------|:-------------------------|:----------------|:----------|:------|:---------------|:--------------------|:---------|:--------|:---------------|:---------------|:-----------|:--------|:--------------|:-----------|:--------------|:---------------|
|   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        |         |                |                |            |         |               |            |               |                |
|   1 |         9 | ![](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              |


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 r93/R93/R93 (Girls' Frontline)
=========================================


This is the dataset of r93/R93/R93 (Girls' Frontline), containing 45 images and their tags.


The core tags of this character are 'green\_eyes, pink\_hair, breasts, long\_hair, bangs, sunglasses, medium\_breasts, eyewear\_on\_head', 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