
# Dataset of suomi/スオミ/索米 (Girls' Frontline)

This is the dataset of suomi/スオミ/索米 (Girls' Frontline), containing 500 images and their tags.

The core tags of this character are `blue_eyes, hair_ornament, hairband, bangs, long_hair, breasts, snowflake_hair_ornament, blonde_hair, medium_breasts, hair_between_eyes, blue_hairband, sidelocks, one_side_up`, 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              |      500 | 780.62 MiB | [Download](https://huggingface.co/datasets/CyberHarem/suomi_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      500 | 399.54 MiB | [Download](https://huggingface.co/datasets/CyberHarem/suomi_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |     1278 | 909.76 MiB | [Download](https://huggingface.co/datasets/CyberHarem/suomi_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      500 | 670.31 MiB | [Download](https://huggingface.co/datasets/CyberHarem/suomi_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |     1278 | 1.31 GiB   | [Download](https://huggingface.co/datasets/CyberHarem/suomi_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/suomi_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, blue_jacket, blue_skirt, blush, holding_gun, long_sleeves, solo, submachine_gun, white_thighhighs, closed_mouth, looking_at_viewer, striped_skirt, white_gloves, white_background, zettai_ryouiki, light_brown_hair, shirt                                                                                                                 |
|   1 |        13 | ![](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, blush, solo, belt, long_sleeves, looking_at_viewer, white_gloves, blue_skirt, blue_jacket, vertical-striped_skirt, white_thighhighs, zettai_ryouiki, closed_mouth, cowboy_shot, smile, simple_background                                                                                                                                   |
|   2 |        10 | ![](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, long_sleeves, white_gloves, blue_jacket, blush, looking_at_viewer, simple_background, solo, brown_belt, fur_trim, white_background, upper_body, belt_buckle, light_brown_hair, open_mouth, parted_lips                                                                                                                                     |
|   3 |        15 | ![](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, bare_shoulders, blue_dress, blush, official_alternate_costume, solo, looking_at_viewer, simple_background, white_background, long_sleeves, off-shoulder_dress, cleavage, fur-trimmed_dress, hair_ribbon, closed_mouth, collarbone, see-through, blue_ribbon, holding, upper_body, fur_collar, open_mouth, smile                            |
|   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, blue_dress, long_sleeves, looking_at_viewer, official_alternate_costume, solo, white_thighhighs, bare_shoulders, blush, fur-trimmed_dress, off-shoulder_dress, closed_mouth, holding, detached_sleeves, zettai_ryouiki, blue_bow, full_body, light_brown_hair, see-through_sleeves, skirt                                                  |
|   5 |        24 | ![](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, solo, wedding_dress, bridal_veil, looking_at_viewer, bare_shoulders, white_dress, blush, tiara, official_alternate_costume, closed_mouth, collarbone, white_gloves, cleavage, smile, earrings, white_background, simple_background                                                                                                         |
|   6 |        26 | ![](samples/6/clu6-sample0.png)   | ![](samples/6/clu6-sample1.png)   | ![](samples/6/clu6-sample2.png)   | ![](samples/6/clu6-sample3.png)   | ![](samples/6/clu6-sample4.png)   | 1girl, blush, collarbone, frilled_bikini, solo, white_bikini, bare_shoulders, looking_at_viewer, navel, official_alternate_costume, single_hair_bun, single_side_bun, cleavage, white_background, simple_background, off_shoulder, stomach, closed_mouth, cowboy_shot, halterneck, open_jacket, blue_jacket                                       |
|   7 |         7 | ![](samples/7/clu7-sample0.png)   | ![](samples/7/clu7-sample1.png)   | ![](samples/7/clu7-sample2.png)   | ![](samples/7/clu7-sample3.png)   | ![](samples/7/clu7-sample4.png)   | 1girl, blue_sky, blush, cleavage, cloud, collarbone, day, frilled_bikini, navel, ocean, official_alternate_costume, outdoors, single_hair_bun, single_side_bun, solo, white_bikini, bare_shoulders, cowboy_shot, jacket, looking_at_viewer, beach, closed_mouth, off_shoulder, stomach, groin, halterneck, horizon, open_clothes, smile, standing |
|   8 |         5 | ![](samples/8/clu8-sample0.png)   | ![](samples/8/clu8-sample1.png)   | ![](samples/8/clu8-sample2.png)   | ![](samples/8/clu8-sample3.png)   | ![](samples/8/clu8-sample4.png)   | 1girl, blush, solo, closed_mouth, long_sleeves, looking_at_viewer, smile, white_shirt, bowtie, pleated_skirt, red_bow, school_uniform                                                                                                                                                                                                             |
|   9 |         6 | ![](samples/9/clu9-sample0.png)   | ![](samples/9/clu9-sample1.png)   | ![](samples/9/clu9-sample2.png)   | ![](samples/9/clu9-sample3.png)   | ![](samples/9/clu9-sample4.png)   | 1girl, blush, long_sleeves, looking_at_viewer, obi, solo, wide_sleeves, blue_kimono, closed_mouth, simple_background, white_background, alternate_costume, floral_print, full_body, holding, print_kimono, smile, standing                                                                                                                        |
|  10 |        10 | ![](samples/10/clu10-sample0.png) | ![](samples/10/clu10-sample1.png) | ![](samples/10/clu10-sample2.png) | ![](samples/10/clu10-sample3.png) | ![](samples/10/clu10-sample4.png) | 1girl, hetero, penis, 1boy, blush, nipples, solo_focus, ass, vaginal, completely_nude, open_mouth, looking_at_viewer, sex_from_behind, anus, bar_censor, cum_in_pussy, looking_back                                                                                                                                                               |

### Table Version

|   # |   Samples | Img-1                             | Img-2                             | Img-3                             | Img-4                             | Img-5                             | 1girl   | blue_jacket   | blue_skirt   | blush   | holding_gun   | long_sleeves   | solo   | submachine_gun   | white_thighhighs   | closed_mouth   | looking_at_viewer   | striped_skirt   | white_gloves   | white_background   | zettai_ryouiki   | light_brown_hair   | shirt   | belt   | vertical-striped_skirt   | cowboy_shot   | smile   | simple_background   | brown_belt   | fur_trim   | upper_body   | belt_buckle   | open_mouth   | parted_lips   | bare_shoulders   | blue_dress   | official_alternate_costume   | off-shoulder_dress   | cleavage   | fur-trimmed_dress   | hair_ribbon   | collarbone   | see-through   | blue_ribbon   | holding   | fur_collar   | detached_sleeves   | blue_bow   | full_body   | see-through_sleeves   | skirt   | wedding_dress   | bridal_veil   | white_dress   | tiara   | earrings   | frilled_bikini   | white_bikini   | navel   | single_hair_bun   | single_side_bun   | off_shoulder   | stomach   | halterneck   | open_jacket   | blue_sky   | cloud   | day   | ocean   | outdoors   | jacket   | beach   | groin   | horizon   | open_clothes   | standing   | white_shirt   | bowtie   | pleated_skirt   | red_bow   | school_uniform   | obi   | wide_sleeves   | blue_kimono   | alternate_costume   | floral_print   | print_kimono   | hetero   | penis   | 1boy   | nipples   | solo_focus   | ass   | vaginal   | completely_nude   | sex_from_behind   | anus   | bar_censor   | cum_in_pussy   | looking_back   |
|----:|----------:|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:--------|:--------------|:-------------|:--------|:--------------|:---------------|:-------|:-----------------|:-------------------|:---------------|:--------------------|:----------------|:---------------|:-------------------|:-----------------|:-------------------|:--------|:-------|:-------------------------|:--------------|:--------|:--------------------|:-------------|:-----------|:-------------|:--------------|:-------------|:--------------|:-----------------|:-------------|:-----------------------------|:---------------------|:-----------|:--------------------|:--------------|:-------------|:--------------|:--------------|:----------|:-------------|:-------------------|:-----------|:------------|:----------------------|:--------|:----------------|:--------------|:--------------|:--------|:-----------|:-----------------|:---------------|:--------|:------------------|:------------------|:---------------|:----------|:-------------|:--------------|:-----------|:--------|:------|:--------|:-----------|:---------|:--------|:--------|:----------|:---------------|:-----------|:--------------|:---------|:----------------|:----------|:-----------------|:------|:---------------|:--------------|:--------------------|:---------------|:---------------|:---------|:--------|:-------|:----------|:-------------|:------|:----------|:------------------|:------------------|:-------|:-------------|:---------------|:---------------|
|   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                  | X       |        |                          |               |         |                     |              |            |              |               |              |               |                  |              |                              |                      |            |                     |               |              |               |               |           |              |                    |            |             |                       |         |                 |               |               |         |            |                  |                |         |                   |                   |                |           |              |               |            |         |       |         |            |          |         |         |           |                |            |               |          |                 |           |                  |       |                |               |                     |                |                |          |         |        |           |              |       |           |                   |                   |        |              |                |                |
|   1 |        13 | ![](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                   |              |            |              |               |              |               |                  |              |                              |                      |            |                     |               |              |               |               |           |              |                    |            |             |                       |         |                 |               |               |         |            |                  |                |         |                   |                   |                |           |              |               |            |         |       |         |            |          |         |         |           |                |            |               |          |                 |           |                  |       |                |               |                     |                |                |          |         |        |           |              |       |           |                   |                   |        |              |                |                |
|   2 |        10 | ![](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             |                  |              |                              |                      |            |                     |               |              |               |               |           |              |                    |            |             |                       |         |                 |               |               |         |            |                  |                |         |                   |                   |                |           |              |               |            |         |       |         |            |          |         |         |           |                |            |               |          |                 |           |                  |       |                |               |                     |                |                |          |         |        |           |              |       |           |                   |                   |        |              |                |                |
|   3 |        15 | ![](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            |                    |            |             |                       |         |                 |               |               |         |            |                  |                |         |                   |                   |                |           |              |               |            |         |       |         |            |          |         |         |           |                |            |               |          |                 |           |                  |       |                |               |                     |                |                |          |         |        |           |              |       |           |                   |                   |        |              |                |                |
|   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       |                 |               |               |         |            |                  |                |         |                   |                   |                |           |              |               |            |         |       |         |            |          |         |         |           |                |            |               |          |                 |           |                  |       |                |               |                     |                |                |          |         |        |           |              |       |           |                   |                   |        |              |                |                |
|   5 |        24 | ![](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          |                  |                |         |                   |                   |                |           |              |               |            |         |       |         |            |          |         |         |           |                |            |               |          |                 |           |                  |       |                |               |                     |                |                |          |         |        |           |              |       |           |                   |                   |        |              |                |                |
|   6 |        26 | ![](samples/6/clu6-sample0.png)   | ![](samples/6/clu6-sample1.png)   | ![](samples/6/clu6-sample2.png)   | ![](samples/6/clu6-sample3.png)   | ![](samples/6/clu6-sample4.png)   | X       | X             |              | X       |               |                | X      |                  |                    | X              | X                   |                 |                | X                  |                  |                    |         |        |                          | X             |         | X                   |              |            |              |               |              |               | X                |              | X                            |                      | X          |                     |               | X            |               |               |           |              |                    |            |             |                       |         |                 |               |               |         |            | X                | X              | X       | X                 | X                 | X              | X         | X            | X             |            |         |       |         |            |          |         |         |           |                |            |               |          |                 |           |                  |       |                |               |                     |                |                |          |         |        |           |              |       |           |                   |                   |        |              |                |                |
|   7 |         7 | ![](samples/7/clu7-sample0.png)   | ![](samples/7/clu7-sample1.png)   | ![](samples/7/clu7-sample2.png)   | ![](samples/7/clu7-sample3.png)   | ![](samples/7/clu7-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          |               |          |                 |           |                  |       |                |               |                     |                |                |          |         |        |           |              |       |           |                   |                   |        |              |                |                |
|   8 |         5 | ![](samples/8/clu8-sample0.png)   | ![](samples/8/clu8-sample1.png)   | ![](samples/8/clu8-sample2.png)   | ![](samples/8/clu8-sample3.png)   | ![](samples/8/clu8-sample4.png)   | X       |               |              | X       |               | X              | X      |                  |                    | X              | X                   |                 |                |                    |                  |                    |         |        |                          |               | X       |                     |              |            |              |               |              |               |                  |              |                              |                      |            |                     |               |              |               |               |           |              |                    |            |             |                       |         |                 |               |               |         |            |                  |                |         |                   |                   |                |           |              |               |            |         |       |         |            |          |         |         |           |                |            | X             | X        | X               | X         | X                |       |                |               |                     |                |                |          |         |        |           |              |       |           |                   |                   |        |              |                |                |
|   9 |         6 | ![](samples/9/clu9-sample0.png)   | ![](samples/9/clu9-sample1.png)   | ![](samples/9/clu9-sample2.png)   | ![](samples/9/clu9-sample3.png)   | ![](samples/9/clu9-sample4.png)   | X       |               |              | X       |               | X              | X      |                  |                    | X              | X                   |                 |                | X                  |                  |                    |         |        |                          |               | X       | X                   |              |            |              |               |              |               |                  |              |                              |                      |            |                     |               |              |               |               | X         |              |                    |            | X           |                       |         |                 |               |               |         |            |                  |                |         |                   |                   |                |           |              |               |            |         |       |         |            |          |         |         |           |                | X          |               |          |                 |           |                  | X     | X              | X             | X                   | X              | X              |          |         |        |           |              |       |           |                   |                   |        |              |                |                |
|  10 |        10 | ![](samples/10/clu10-sample0.png) | ![](samples/10/clu10-sample1.png) | ![](samples/10/clu10-sample2.png) | ![](samples/10/clu10-sample3.png) | ![](samples/10/clu10-sample4.png) | 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 suomi/スオミ/索米 (Girls' Frontline)
==========================================


This is the dataset of suomi/スオミ/索米 (Girls' Frontline), containing 500 images and their tags.


The core tags of this character are 'blue\_eyes, hair\_ornament, hairband, bangs, long\_hair, breasts, snowflake\_hair\_ornament, blonde\_hair, medium\_breasts, hair\_between\_eyes, blue\_hairband, sidelocks, one\_side\_up', 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