
# Dataset of iws_2000/IWS2000/IWS2000 (Girls' Frontline)

This is the dataset of iws_2000/IWS2000/IWS2000 (Girls' Frontline), containing 203 images and their tags.

The core tags of this character are `long_hair, hair_ornament, red_eyes, hairclip, bangs, ribbon, hair_between_eyes, hair_ribbon, breasts, bow, white_hair, sidelocks, ahoge, medium_breasts`, 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              |      203 | 298.51 MiB | [Download](https://huggingface.co/datasets/CyberHarem/iws_2000_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      203 | 160.95 MiB | [Download](https://huggingface.co/datasets/CyberHarem/iws_2000_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      491 | 344.45 MiB | [Download](https://huggingface.co/datasets/CyberHarem/iws_2000_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      203 | 260.73 MiB | [Download](https://huggingface.co/datasets/CyberHarem/iws_2000_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      491 | 494.38 MiB | [Download](https://huggingface.co/datasets/CyberHarem/iws_2000_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/iws_2000_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, cleavage, day, looking_at_viewer, outdoors, solo, blue_sky, blush, collarbone, navel, beach, closed_mouth, hair_bow, ocean, white_bikini, bare_shoulders, cloud, jacket_on_shoulders, large_breasts, smile, standing                                                                                                                                         |
|   1 |         8 | ![](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, solo, anti-materiel_rifle, blush, official_alternate_costume, ponytail, white_shirt, black_bow, black_skirt, black_thighhighs, closed_mouth, pleated_skirt, holding_gun, smile, thighs, floating_hair, gloves, long_sleeves, night, very_long_hair, wind_lift                                                                             |
|   2 |        18 | ![](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, solo, looking_at_viewer, military_uniform, jacket, pleated_skirt, shirt, anti-materiel_rifle, blush, white_socks, black_bow, long_sleeves, kneehighs, thighs, black_gloves, white_background, holding_gun, medal, shoes, buttons, scope, simple_background                                                                                                   |
|   3 |        12 | ![](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, collared_jacket, military_uniform, solo, long_sleeves, pleated_skirt, thighs, blush, looking_at_viewer, medal, black_bow, closed_mouth, floating_hair, wind_lift, black_gloves, frilled_sleeves, simple_background, white_jacket, white_shirt, smile, white_background, cowboy_shot, cropped_jacket, double-breasted                                         |
|   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) | 1girl, black_gloves, blush, collared_jacket, long_sleeves, looking_at_viewer, military_uniform, pleated_skirt, simple_background, solo, white_background, black_bow, buttons, character_name, frilled_sleeves, kneehighs, medal, very_long_hair, white_jacket, white_shirt, white_socks, chibi, closed_mouth, full_body, hair_bow, open_clothes, shoes, white_skirt |
|   5 |         5 | ![](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_gloves, long_sleeves, looking_at_viewer, military_uniform, shirt, smile, solo, closed_mouth, white_jacket, blush, holding, pleated_skirt, simple_background, frills, standing, white_background                                                                                                                                                        |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | cleavage   | day   | looking_at_viewer   | outdoors   | solo   | blue_sky   | blush   | collarbone   | navel   | beach   | closed_mouth   | hair_bow   | ocean   | white_bikini   | bare_shoulders   | cloud   | jacket_on_shoulders   | large_breasts   | smile   | standing   | anti-materiel_rifle   | official_alternate_costume   | ponytail   | white_shirt   | black_bow   | black_skirt   | black_thighhighs   | pleated_skirt   | holding_gun   | thighs   | floating_hair   | gloves   | long_sleeves   | night   | very_long_hair   | wind_lift   | military_uniform   | jacket   | shirt   | white_socks   | kneehighs   | black_gloves   | white_background   | medal   | shoes   | buttons   | scope   | simple_background   | collared_jacket   | frilled_sleeves   | white_jacket   | cowboy_shot   | cropped_jacket   | double-breasted   | character_name   | chibi   | full_body   | open_clothes   | white_skirt   | holding   | frills   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-----------|:------|:--------------------|:-----------|:-------|:-----------|:--------|:-------------|:--------|:--------|:---------------|:-----------|:--------|:---------------|:-----------------|:--------|:----------------------|:----------------|:--------|:-----------|:----------------------|:-----------------------------|:-----------|:--------------|:------------|:--------------|:-------------------|:----------------|:--------------|:---------|:----------------|:---------|:---------------|:--------|:-----------------|:------------|:-------------------|:---------|:--------|:--------------|:------------|:---------------|:-------------------|:--------|:--------|:----------|:--------|:--------------------|:------------------|:------------------|:---------------|:--------------|:-----------------|:------------------|:-----------------|:--------|:------------|:---------------|:--------------|:----------|:---------|
|   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              | X          | X       | X              | X                | X       | X                     | X               | X       | X          |                       |                              |            |               |             |               |                    |                 |               |          |                 |          |                |         |                  |             |                    |          |         |               |             |                |                    |         |         |           |         |                     |                   |                   |                |               |                  |                   |                  |         |             |                |               |           |          |
|   1 |         8 | ![](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 |        18 | ![](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       | X         | X       | X                   |                   |                   |                |               |                  |                   |                  |         |             |                |               |           |          |
|   3 |        12 | ![](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                 |                  |         |             |                |               |           |          |
|   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             | X           | X              | X                  | X       | X       | X         |         | X                   | X                 | X                 | X              |               |                  |                   | X                | X       | X           | X              | X             |           |          |
|   5 |         5 | ![](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        |


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 iws\_2000/IWS2000/IWS2000 (Girls' Frontline)
=======================================================


This is the dataset of iws\_2000/IWS2000/IWS2000 (Girls' Frontline), containing 203 images and their tags.


The core tags of this character are 'long\_hair, hair\_ornament, red\_eyes, hairclip, bangs, ribbon, hair\_between\_eyes, hair\_ribbon, breasts, bow, white\_hair, sidelocks, ahoge, medium\_breasts', 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