
# Dataset of ump40/UMP40/UMP40 (Girls' Frontline)

This is the dataset of ump40/UMP40/UMP40 (Girls' Frontline), containing 211 images and their tags.

The core tags of this character are `long_hair, bangs, yellow_eyes, grey_hair, brown_hair, ribbon, hair_between_eyes, hair_ribbon, symbol-shaped_pupils`, 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              |      211 | 257.52 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ump40_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      211 | 153.85 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ump40_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      462 | 296.62 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ump40_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      211 | 229.74 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ump40_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      462 | 416.10 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ump40_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/ump40_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 |        17 | ![](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, jacket, star-shaped_pupils, submachine_gun, h&k_ump, pantyhose, looking_at_viewer, smile, holding_gun, walkie-talkie, white_background, id_card                                                                                                                                                                                                      |
|   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, jacket, looking_at_viewer, smile, solo, star-shaped_pupils, white_background, hairband, simple_background, open_mouth, upper_body, blush, pantyhose                                                                                                                                                                                                        |
|   2 |        20 | ![](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) | black_jacket, black_gloves, scar_across_eye, fingerless_gloves, one_side_up, scar_on_face, white_shirt, open_jacket, submachine_gun, h&k_ump, holding_gun, hooded_jacket, brown_eyes, hair_ornament, 2girls, solo_focus, 1girl, armband, looking_at_viewer, pleated_skirt, smile, black_skirt, black_footwear, black_pantyhose, boots, closed_mouth, long_sleeves |
|   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) | jacket, smile, star-shaped_pupils, open_mouth, 2girls, armband, looking_at_viewer, blush, long_sleeves, simple_background, white_background, green_eyes, solo_focus, walkie-talkie                                                                                                                                                                                |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | solo   | jacket   | star-shaped_pupils   | submachine_gun   | h&k_ump   | pantyhose   | looking_at_viewer   | smile   | holding_gun   | walkie-talkie   | white_background   | id_card   | hairband   | simple_background   | open_mouth   | upper_body   | blush   | black_jacket   | black_gloves   | scar_across_eye   | fingerless_gloves   | one_side_up   | scar_on_face   | white_shirt   | open_jacket   | hooded_jacket   | brown_eyes   | hair_ornament   | 2girls   | solo_focus   | armband   | pleated_skirt   | black_skirt   | black_footwear   | black_pantyhose   | boots   | closed_mouth   | long_sleeves   | green_eyes   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-------|:---------|:---------------------|:-----------------|:----------|:------------|:--------------------|:--------|:--------------|:----------------|:-------------------|:----------|:-----------|:--------------------|:-------------|:-------------|:--------|:---------------|:---------------|:------------------|:--------------------|:--------------|:---------------|:--------------|:--------------|:----------------|:-------------|:----------------|:---------|:-------------|:----------|:----------------|:--------------|:-----------------|:------------------|:--------|:---------------|:---------------|:-------------|
|   0 |        17 | ![](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         |            |                     |              |              |         |                |                |                   |                     |               |                |               |               |                 |              |                 |          |              |           |                 |               |                  |                   |         |                |                |              |
|   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       |                |                |                   |                     |               |                |               |               |                 |              |                 |          |              |           |                 |               |                  |                   |         |                |                |              |
|   2 |        20 | ![](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             | 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            |


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 ump40/UMP40/UMP40 (Girls' Frontline)
===============================================


This is the dataset of ump40/UMP40/UMP40 (Girls' Frontline), containing 211 images and their tags.


The core tags of this character are 'long\_hair, bangs, yellow\_eyes, grey\_hair, brown\_hair, ribbon, hair\_between\_eyes, hair\_ribbon, symbol-shaped\_pupils', 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