
# Dataset of super_sass/SuperSASS/S-SASS (Girls' Frontline)

This is the dataset of super_sass/SuperSASS/S-SASS (Girls' Frontline), containing 135 images and their tags.

The core tags of this character are `long_hair, black_hair, hairband, breasts, purple_eyes, bangs, mole_under_eye, mole, very_long_hair, 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              |      135 | 163.15 MiB | [Download](https://huggingface.co/datasets/CyberHarem/super_sass_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      135 | 84.91 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/super_sass_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      314 | 180.50 MiB | [Download](https://huggingface.co/datasets/CyberHarem/super_sass_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      135 | 138.20 MiB | [Download](https://huggingface.co/datasets/CyberHarem/super_sass_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      314 | 259.75 MiB | [Download](https://huggingface.co/datasets/CyberHarem/super_sass_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/super_sass_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, simple_background, white_background, hair_flaps, looking_at_viewer, smile, solo, jacket, serafuku, upper_body, blush, coat                                                                                                                                                                                                                                                                                                   |
|   1 |         7 | ![](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, skirt, solo, black_pantyhose, serafuku, simple_background, smile, blush, white_background, fingerless_gloves, headband, jacket, bag                                                                                                                                                                                                                                                                       |
|   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, gloves, hair_flaps, mod3_(girls'_frontline), rifle, solo, bare_shoulders, holding_gun, looking_at_viewer, pleated_skirt, blue_skirt, large_breasts, black_pantyhose, closed_mouth, feet_out_of_frame, simple_background, sitting, suppressor, white_background                                                                                                                                                               |
|   3 |         7 | ![](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, blue_skirt, looking_at_viewer, solo, blush, pleated_skirt, serafuku, black_pantyhose, blue_sailor_collar, closed_mouth, collarbone, holding_gun, long_sleeves, simple_background, smile, white_background, yellow_neckerchief, black_gloves, fingerless_gloves, full_body, headband, hood_down, white_shirt, blue_hairband, hair_between_eyes, hooded_jacket, knee_pads, open_jacket, sneakers, sniper_rifle, white_footwear |
|   4 |         5 | ![](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) | blush, fingerless_gloves, jacket, open_mouth, 1girl, headband, looking_at_viewer, solo, collarbone, simple_background, heart_hands, serafuku, smile                                                                                                                                                                                                                                                                                 |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | simple_background   | white_background   | hair_flaps   | looking_at_viewer   | smile   | solo   | jacket   | serafuku   | upper_body   | blush   | coat   | skirt   | black_pantyhose   | fingerless_gloves   | headband   | bag   | gloves   | mod3_(girls'_frontline)   | rifle   | bare_shoulders   | holding_gun   | pleated_skirt   | blue_skirt   | large_breasts   | closed_mouth   | feet_out_of_frame   | sitting   | suppressor   | blue_sailor_collar   | collarbone   | long_sleeves   | yellow_neckerchief   | black_gloves   | full_body   | hood_down   | white_shirt   | blue_hairband   | hair_between_eyes   | hooded_jacket   | knee_pads   | open_jacket   | sneakers   | sniper_rifle   | white_footwear   | open_mouth   | heart_hands   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------------------|:-------------------|:-------------|:--------------------|:--------|:-------|:---------|:-----------|:-------------|:--------|:-------|:--------|:------------------|:--------------------|:-----------|:------|:---------|:--------------------------|:--------|:-----------------|:--------------|:----------------|:-------------|:----------------|:---------------|:--------------------|:----------|:-------------|:---------------------|:-------------|:---------------|:---------------------|:---------------|:------------|:------------|:--------------|:----------------|:--------------------|:----------------|:------------|:--------------|:-----------|:---------------|:-----------------|:-------------|:--------------|
|   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      |         |                   |                     |            |       |          |                           |         |                  |               |                 |              |                 |                |                     |           |              |                      |              |                |                      |                |             |             |               |                 |                     |                 |             |               |            |                |                  |              |               |
|   1 |         7 | ![](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     |          |                           |         |                  |               |                 |              |                 |                |                     |           |              |                      |              |                |                      |                |             |             |               |                 |                     |                 |             |               |            |                |                  |              |               |
|   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 |         7 | ![](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                    | X            | X              | X                    | X              | X           | X           | X             | X               | X                   | X               | X           | X             | X          | X              | X                |              |               |
|   4 |         5 | ![](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             |


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 super\_sass/SuperSASS/S-SASS (Girls' Frontline)
==========================================================


This is the dataset of super\_sass/SuperSASS/S-SASS (Girls' Frontline), containing 135 images and their tags.


The core tags of this character are 'long\_hair, black\_hair, hairband, breasts, purple\_eyes, bangs, mole\_under\_eye, mole, very\_long\_hair, 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