
# Dataset of gr_g41/GrG41/G41 (Girls' Frontline)

This is the dataset of gr_g41/GrG41/G41 (Girls' Frontline), containing 397 images and their tags.

The core tags of this character are `long_hair, blonde_hair, animal_ears, very_long_hair, hair_between_eyes, blue_eyes, red_eyes, heterochromia, bangs, breasts, hair_ornament, small_breasts, twintails`, 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              |      397 | 577.98 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gr_g41_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      397 | 307.96 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gr_g41_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |     1015 | 688.18 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gr_g41_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      397 | 504.44 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gr_g41_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |     1015 | 984.87 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gr_g41_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/gr_g41_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 |         6 | ![](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, barcode_tattoo, blush, looking_at_viewer, navel, solo, white_panties, babydoll, blue_rose, cat_ears, low-tied_long_hair, simple_background, white_background, groin, smile, collarbone                                                                                                                                                                                                                                    |
|   1 |        21 | ![](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) | assault_rifle, thighhighs, white_panties, 1girl, mismatched_legwear, solo, looking_at_viewer, blush, gloves, navel, barcode_tattoo, holding_gun, low-tied_long_hair, smile, cat_ears, open_mouth, simple_background, white_background, fang, blue_flower, boots, mechanical_arms                                                                                                                                                 |
|   2 |         5 | ![](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, blush, looking_at_viewer, navel, open_mouth, simple_background, solo, thighhighs, white_panties, :d, mismatched_legwear, white_background, fang, gloves, blue_rose, cat_ears, heart, mechanical_arms, thigh_strap                                                                                                                                                                                                         |
|   3 |         5 | ![](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, chibi, open_mouth, white_background, blush, simple_background, solo, closed_eyes, fang, :3, >_<, xd                                                                                                                                                                                                                                                                                                                       |
|   4 |         7 | ![](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, bare_shoulders, blush, collarbone, covered_navel, hair_bow, hair_ribbon, name_tag, official_alternate_costume, open_mouth, purple_ribbon, simple_background, solo, white_background, white_bow, white_one-piece_swimsuit, :d, character_name, fang, looking_at_viewer, low-tied_long_hair, cowboy_shot, old_school_swimsuit, side_braid, checkered_clothes, heart, thighs, black_gloves, hands_up, single_braid, standing |
|   5 |         6 | ![](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, black_thighhighs, blush, collarbone, hair_bow, name_tag, official_alternate_costume, open_mouth, single_thighhigh, solo, white_background, white_one-piece_swimsuit, barefoot, covered_navel, fang, looking_at_viewer, low-tied_long_hair, side_braid, simple_background, hair_ribbon, black_gloves, character_name, checkered_clothes, full_body, old_school_swimsuit, purple_ribbon, sitting, white_bow                 |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | barcode_tattoo   | blush   | looking_at_viewer   | navel   | solo   | white_panties   | babydoll   | blue_rose   | cat_ears   | low-tied_long_hair   | simple_background   | white_background   | groin   | smile   | collarbone   | assault_rifle   | thighhighs   | mismatched_legwear   | gloves   | holding_gun   | open_mouth   | fang   | blue_flower   | boots   | mechanical_arms   | :d   | heart   | thigh_strap   | chibi   | closed_eyes   | :3   | >_<   | xd   | bare_shoulders   | covered_navel   | hair_bow   | hair_ribbon   | name_tag   | official_alternate_costume   | purple_ribbon   | white_bow   | white_one-piece_swimsuit   | character_name   | cowboy_shot   | old_school_swimsuit   | side_braid   | checkered_clothes   | thighs   | black_gloves   | hands_up   | single_braid   | standing   | black_thighhighs   | single_thighhigh   | barefoot   | full_body   | sitting   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-----------------|:--------|:--------------------|:--------|:-------|:----------------|:-----------|:------------|:-----------|:---------------------|:--------------------|:-------------------|:--------|:--------|:-------------|:----------------|:-------------|:---------------------|:---------|:--------------|:-------------|:-------|:--------------|:--------|:------------------|:-----|:--------|:--------------|:--------|:--------------|:-----|:------|:-----|:-----------------|:----------------|:-----------|:--------------|:-----------|:-----------------------------|:----------------|:------------|:---------------------------|:-----------------|:--------------|:----------------------|:-------------|:--------------------|:---------|:---------------|:-----------|:---------------|:-----------|:-------------------|:-------------------|:-----------|:------------|:----------|
|   0 |         6 | ![](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            |                 |              |                      |          |               |              |        |               |         |                   |      |         |               |         |               |      |       |      |                  |                 |            |               |            |                              |                 |             |                            |                  |               |                       |              |                     |          |                |            |                |            |                    |                    |            |             |           |
|   1 |        21 | ![](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                 |      |         |               |         |               |      |       |      |                  |                 |            |               |            |                              |                 |             |                            |                  |               |                       |              |                     |          |                |            |                |            |                    |                    |            |             |           |
|   2 |         5 | ![](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             |         |               |      |       |      |                  |                 |            |               |            |                              |                 |             |                            |                  |               |                       |              |                     |          |                |            |                |            |                    |                    |            |             |           |
|   3 |         5 | ![](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    | X     | X    |                  |                 |            |               |            |                              |                 |             |                            |                  |               |                       |              |                     |          |                |            |                |            |                    |                    |            |             |           |
|   4 |         7 | ![](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                | X               | X          | X             | X          | X                            | X               | X           | X                          | X                | X             | X                     | X            | X                   | X        | X              | X          | X              | X          |                    |                    |            |             |           |
|   5 |         6 | ![](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                   |          | 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 gr\_g41/GrG41/G41 (Girls' Frontline)
===============================================


This is the dataset of gr\_g41/GrG41/G41 (Girls' Frontline), containing 397 images and their tags.


The core tags of this character are 'long\_hair, blonde\_hair, animal\_ears, very\_long\_hair, hair\_between\_eyes, blue\_eyes, red\_eyes, heterochromia, bangs, breasts, hair\_ornament, small\_breasts, twintails', 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