
# Dataset of sp9/SP9/SP9 (Girls' Frontline)

This is the dataset of sp9/SP9/SP9 (Girls' Frontline), containing 30 images and their tags.

The core tags of this character are `long_hair, red_eyes, bangs, hair_ornament, braid, mole, grey_hair, brown_hair, mole_under_eye`, 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              |       30 | 53.32 MiB | [Download](https://huggingface.co/datasets/CyberHarem/sp9_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       30 | 24.27 MiB | [Download](https://huggingface.co/datasets/CyberHarem/sp9_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |       70 | 50.76 MiB | [Download](https://huggingface.co/datasets/CyberHarem/sp9_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       30 | 44.60 MiB | [Download](https://huggingface.co/datasets/CyberHarem/sp9_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |       70 | 83.72 MiB | [Download](https://huggingface.co/datasets/CyberHarem/sp9_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/sp9_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 |         8 | ![](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, red_gloves, fingerless_gloves, simple_background, white_background, blue_jacket, solo, upper_body, black_scarf, blush, long_sleeves, looking_at_viewer                                                                   |
|   1 |         6 | ![](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, solo, blue_jacket, fingerless_gloves, holding_gun, red_gloves, black_scarf, closed_mouth, looking_at_viewer                                                                                                              |
|   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, bare_shoulders, looking_at_viewer, solo, ahoge, hair_between_eyes, very_long_hair, blue_bowtie, sleeveless_dress, belt, blue_ribbon, flower, hair_ribbon, medium_breasts, nail_polish, parted_lips, sitting, white_dress |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | red_gloves   | fingerless_gloves   | simple_background   | white_background   | blue_jacket   | solo   | upper_body   | black_scarf   | blush   | long_sleeves   | looking_at_viewer   | holding_gun   | closed_mouth   | bare_shoulders   | ahoge   | hair_between_eyes   | very_long_hair   | blue_bowtie   | sleeveless_dress   | belt   | blue_ribbon   | flower   | hair_ribbon   | medium_breasts   | nail_polish   | parted_lips   | sitting   | white_dress   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-------------|:--------------------|:--------------------|:-------------------|:--------------|:-------|:-------------|:--------------|:--------|:---------------|:--------------------|:--------------|:---------------|:-----------------|:--------|:--------------------|:-----------------|:--------------|:-------------------|:-------|:--------------|:---------|:--------------|:-----------------|:--------------|:--------------|:----------|:--------------|
|   0 |         8 | ![](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                   |               |                |                  |         |                     |                  |               |                    |        |               |          |               |                  |               |               |           |               |
|   1 |         6 | ![](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              |                  |         |                     |                  |               |                    |        |               |          |               |                  |               |               |           |               |
|   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             |


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 sp9/SP9/SP9 (Girls' Frontline)
=========================================


This is the dataset of sp9/SP9/SP9 (Girls' Frontline), containing 30 images and their tags.


The core tags of this character are 'long\_hair, red\_eyes, bangs, hair\_ornament, braid, mole, grey\_hair, brown\_hair, mole\_under\_eye', 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