
# Dataset of ukm_2000/UKM-2000/UKM-2000 (Girls' Frontline)

This is the dataset of ukm_2000/UKM-2000/UKM-2000 (Girls' Frontline), containing 23 images and their tags.

The core tags of this character are `long_hair, pink_hair, breasts, bangs, red_eyes, hat, pink_eyes, very_long_hair, 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              |       23 | 31.57 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ukm_2000_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       23 | 17.07 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ukm_2000_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |       51 | 34.27 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ukm_2000_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       23 | 27.63 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ukm_2000_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |       51 | 50.45 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ukm_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/ukm_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 |        13 | ![](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, solo, looking_at_viewer, open_jacket, long_sleeves, black_gloves, blush, white_jacket, animal_hood, gun, sitting, smile, white_background, black_leotard, boots, closed_mouth, fingerless_gloves, hood_up, hooded_jacket, sidelocks, simple_background, skindentation, thigh_strap, thighhighs                                                                                              |
|   1 |         9 | ![](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) | looking_at_viewer, 1girl, black_bikini, solo, hair_bun, navel, pink_headwear, thigh_strap, baseball_cap, black_gloves, fingerless_gloves, see-through, single_thighhigh, stomach, white_shirt, bare_shoulders, collarbone, crop_top, fishnet_thighhighs, simple_background, standing, thighs, white_background, black_choker, cowboy_shot, large_breasts, off-shoulder_shirt, short_sleeves, smile |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | solo   | looking_at_viewer   | open_jacket   | long_sleeves   | black_gloves   | blush   | white_jacket   | animal_hood   | gun   | sitting   | smile   | white_background   | black_leotard   | boots   | closed_mouth   | fingerless_gloves   | hood_up   | hooded_jacket   | sidelocks   | simple_background   | skindentation   | thigh_strap   | thighhighs   | black_bikini   | hair_bun   | navel   | pink_headwear   | baseball_cap   | see-through   | single_thighhigh   | stomach   | white_shirt   | bare_shoulders   | collarbone   | crop_top   | fishnet_thighhighs   | standing   | thighs   | black_choker   | cowboy_shot   | large_breasts   | off-shoulder_shirt   | short_sleeves   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-------|:--------------------|:--------------|:---------------|:---------------|:--------|:---------------|:--------------|:------|:----------|:--------|:-------------------|:----------------|:--------|:---------------|:--------------------|:----------|:----------------|:------------|:--------------------|:----------------|:--------------|:-------------|:---------------|:-----------|:--------|:----------------|:---------------|:--------------|:-------------------|:----------|:--------------|:-----------------|:-------------|:-----------|:---------------------|:-----------|:---------|:---------------|:--------------|:----------------|:---------------------|:----------------|
|   0 |        13 | ![](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            |                |            |         |                 |                |               |                    |           |               |                  |              |            |                      |            |          |                |               |                 |                      |                 |
|   1 |         9 | ![](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                    | 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 ukm\_2000/UKM-2000/UKM-2000 (Girls' Frontline)
=========================================================


This is the dataset of ukm\_2000/UKM-2000/UKM-2000 (Girls' Frontline), containing 23 images and their tags.


The core tags of this character are 'long\_hair, pink\_hair, breasts, bangs, red\_eyes, hat, pink\_eyes, very\_long\_hair, 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