
# Dataset of dp_12/DP-12/DP-12 (Girls' Frontline)

This is the dataset of dp_12/DP-12/DP-12 (Girls' Frontline), containing 92 images and their tags.

The core tags of this character are `blue_hair, breasts, long_hair, large_breasts, bangs, grey_eyes, hairband, braid, blue_eyes`, 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              |       92 | 143.93 MiB | [Download](https://huggingface.co/datasets/CyberHarem/dp_12_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       92 | 71.86 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/dp_12_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      232 | 155.90 MiB | [Download](https://huggingface.co/datasets/CyberHarem/dp_12_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       92 | 122.81 MiB | [Download](https://huggingface.co/datasets/CyberHarem/dp_12_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      232 | 234.36 MiB | [Download](https://huggingface.co/datasets/CyberHarem/dp_12_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/dp_12_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 |        14 | ![](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, looking_at_viewer, solo, cleavage, hat_flower, smile, blush, closed_mouth, sunflower, white_bikini, white_headwear, collarbone, bare_shoulders, hair_between_eyes, necklace, outdoors, white_background, white_dress, choker, navel, ocean, simple_background, thighs, wet, wrist_cuffs |
|   1 |        14 | ![](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, simple_background, smile, solo, white_background, blush, looking_at_viewer, closed_mouth, sweater, white_hairband, turtleneck, upper_body, bare_shoulders                                                                                                                               |
|   2 |         6 | ![](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, solo, jacket, pantyhose, smile, white_background, assault_rifle, looking_at_viewer, simple_background, white_hairband                                                                                                                                                      |
|   3 |         6 | ![](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, black_thighhighs, blush, solo, cleavage, hair_between_eyes, hair_flower, looking_at_viewer, jewelry, smile, thighs, white_panties, china_dress, closed_mouth, huge_breasts, official_alternate_costume                                                                                  |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | looking_at_viewer   | solo   | cleavage   | hat_flower   | smile   | blush   | closed_mouth   | sunflower   | white_bikini   | white_headwear   | collarbone   | bare_shoulders   | hair_between_eyes   | necklace   | outdoors   | white_background   | white_dress   | choker   | navel   | ocean   | simple_background   | thighs   | wet   | wrist_cuffs   | sweater   | white_hairband   | turtleneck   | upper_body   | holding_gun   | jacket   | pantyhose   | assault_rifle   | black_thighhighs   | hair_flower   | jewelry   | white_panties   | china_dress   | huge_breasts   | official_alternate_costume   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------------------|:-------|:-----------|:-------------|:--------|:--------|:---------------|:------------|:---------------|:-----------------|:-------------|:-----------------|:--------------------|:-----------|:-----------|:-------------------|:--------------|:---------|:--------|:--------|:--------------------|:---------|:------|:--------------|:----------|:-----------------|:-------------|:-------------|:--------------|:---------|:------------|:----------------|:-------------------|:--------------|:----------|:----------------|:--------------|:---------------|:-----------------------------|
|   0 |        14 | ![](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                   | X        | X     | X             |           |                  |              |              |               |          |             |                 |                    |               |           |                 |               |                |                              |
|   1 |        14 | ![](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 |         6 | ![](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 |         6 | ![](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         | 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 dp\_12/DP-12/DP-12 (Girls' Frontline)
================================================


This is the dataset of dp\_12/DP-12/DP-12 (Girls' Frontline), containing 92 images and their tags.


The core tags of this character are 'blue\_hair, breasts, long\_hair, large\_breasts, bangs, grey\_eyes, hairband, braid, blue\_eyes', 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