
# Dataset of ump9/UMP9/UMP9 (Girls' Frontline)

This is the dataset of ump9/UMP9/UMP9 (Girls' Frontline), containing 500 images and their tags.

The core tags of this character are `long_hair, brown_hair, scar_across_eye, twintails, bangs, scar_on_face, hair_ornament, hairclip, brown_eyes, ribbon, breasts, bow, hair_bow, hair_between_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              |      500 | 690.37 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ump9_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      500 | 385.66 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ump9_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |     1234 | 833.14 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ump9_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      500 | 609.85 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ump9_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |     1234 | 1.17 GiB   | [Download](https://huggingface.co/datasets/CyberHarem/ump9_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/ump9_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 |        10 | ![](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, black_jacket, black_ribbon, blush, long_sleeves, neck_ribbon, open_jacket, open_mouth, solo, upper_body, white_shirt, looking_at_viewer, scarf, :d, black_bow, simple_background, black_gloves, fingerless_gloves, white_background, hood, :3, armband, hand_up, sidelocks                                                            |
|   1 |        10 | ![](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, black_gloves, black_jacket, black_skirt, fingerless_gloves, looking_at_viewer, neck_ribbon, open_jacket, pleated_skirt, solo, white_background, white_shirt, black_pantyhose, black_ribbon, blush, hooded_jacket, simple_background, armband, red_eyes, smile, belt, long_sleeves, black_bow, scarf, sitting, hood_down, closed_mouth |
|   2 |        22 | ![](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, black_gloves, black_jacket, fingerless_gloves, looking_at_viewer, solo, submachine_gun, white_shirt, black_skirt, open_jacket, holding_gun, smile, closed_mouth, h&k_ump, black_pantyhose, pleated_skirt, black_ribbon, blush, hooded_jacket, simple_background, neck_ribbon, white_background, scarf, standing                       |
|   3 |         6 | ![](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, black_footwear, black_jacket, black_pantyhose, looking_at_viewer, simple_background, solo, white_background, black_gloves, black_skirt, boots, fingerless_gloves, open_mouth, scar, white_shirt, sitting, smile                                                                                                                       |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | black_jacket   | black_ribbon   | blush   | long_sleeves   | neck_ribbon   | open_jacket   | open_mouth   | solo   | upper_body   | white_shirt   | looking_at_viewer   | scarf   | :d   | black_bow   | simple_background   | black_gloves   | fingerless_gloves   | white_background   | hood   | :3   | armband   | hand_up   | sidelocks   | black_skirt   | pleated_skirt   | black_pantyhose   | hooded_jacket   | red_eyes   | smile   | belt   | sitting   | hood_down   | closed_mouth   | submachine_gun   | holding_gun   | h&k_ump   | standing   | black_footwear   | boots   | scar   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:---------------|:---------------|:--------|:---------------|:--------------|:--------------|:-------------|:-------|:-------------|:--------------|:--------------------|:--------|:-----|:------------|:--------------------|:---------------|:--------------------|:-------------------|:-------|:-----|:----------|:----------|:------------|:--------------|:----------------|:------------------|:----------------|:-----------|:--------|:-------|:----------|:------------|:---------------|:-----------------|:--------------|:----------|:-----------|:-----------------|:--------|:-------|
|   0 |        10 | ![](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 |        10 | ![](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              |                  |               |           |            |                  |         |        |
|   2 |        22 | ![](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          |                  |         |        |
|   3 |         6 | ![](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      |


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 ump9/UMP9/UMP9 (Girls' Frontline)
============================================


This is the dataset of ump9/UMP9/UMP9 (Girls' Frontline), containing 500 images and their tags.


The core tags of this character are 'long\_hair, brown\_hair, scar\_across\_eye, twintails, bangs, scar\_on\_face, hair\_ornament, hairclip, brown\_eyes, ribbon, breasts, bow, hair\_bow, hair\_between\_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