
# Dataset of ump45/UMP45/UMP45 (Girls' Frontline)

This is the dataset of ump45/UMP45/UMP45 (Girls' Frontline), containing 500 images and their tags.

The core tags of this character are `long_hair, scar_across_eye, brown_hair, bangs, scar_on_face, one_side_up, hair_between_eyes, yellow_eyes, brown_eyes, hair_ornament, ribbon`, 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 | 750.81 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ump45_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      500 | 403.62 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ump45_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |     1260 | 879.13 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ump45_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      500 | 651.56 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ump45_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |     1260 | 1.26 GiB   | [Download](https://huggingface.co/datasets/CyberHarem/ump45_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/ump45_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 |        14 | ![](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_gloves, black_jacket, fingerless_gloves, looking_at_viewer, scar, simple_background, solo, white_shirt, smile, black_pantyhose, open_jacket, white_background, black_skirt, hood, neck_ribbon, grey_hair, closed_mouth, open_mouth                                                                                                                                                                                                                                    |
|   1 |         6 | ![](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, armband, black_gloves, black_jacket, closed_mouth, fingerless_gloves, open_jacket, scar, smile, solo, upper_body, white_shirt, looking_at_viewer, neck_ribbon, hooded_jacket, long_sleeves, simple_background, black_ribbon, white_background                                                                                                                                                                                                                               |
|   2 |         5 | ![](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, black_pantyhose, black_ribbon, black_skirt, fingerless_gloves, long_sleeves, looking_at_viewer, neck_ribbon, open_jacket, pleated_skirt, scar, solo, white_shirt, brown_pantyhose, closed_mouth, dress_shirt, hand_up, hood_down, hooded_jacket, smile, very_long_hair, white_background, blush, grey_skirt, simple_background, armband, breasts, hand_in_pocket, knee_pads, sitting                                                            |
|   3 |        10 | ![](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_gloves, black_jacket, holding_gun, open_jacket, scar, solo, submachine_gun, white_shirt, armband, black_pantyhose, fingerless_gloves, h&k_ump, looking_at_viewer, black_skirt, pleated_skirt, neck_ribbon, smile, closed_mouth, hooded_jacket                                                                                                                                                                                                                         |
|   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, armband, black_gloves, black_jacket, black_pantyhose, black_ribbon, fingerless_gloves, holding_gun, hood_down, hooded_jacket, looking_at_viewer, neck_ribbon, open_jacket, pleated_skirt, scar, solo, submachine_gun, white_shirt, black_skirt, blush, heckler_&_koch, long_sleeves, smile, very_long_hair, closed_mouth, h&k_ump, trigger_discipline, character_name, white_background                                                                                     |
|   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_pantyhose, fake_animal_ears, playboy_bunny, rabbit_ears, scar, solo, bare_shoulders, black_leotard, blush, looking_at_viewer, cleavage, closed_mouth, covered_navel, cowboy_shot, detached_collar, small_breasts, smile, strapless_leotard, wrist_cuffs, alternate_breast_size, black_footwear, black_gloves, collarbone, crossed_bangs, elbow_gloves, grey_hair, high_heels, holding_gun, medium_breasts, rabbit_tail, simple_background, standing, white_background |
|   6 |         7 | ![](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, looking_at_viewer, official_alternate_costume, scar, simple_background, solo, black_dress, closed_mouth, white_background, aged_down, blush, smile, grey_hair, shoulder_bag, animal_bag, crossed_bangs, full_body, hands_on_hips, long_sleeves, white_pantyhose                                                                                                                                                                                                             |
|   7 |         9 | ![](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, scar, navel, simple_background, solo, white_background, black_bikini, looking_at_viewer, side-tie_bikini_bottom, small_breasts, closed_mouth, smile, collarbone, cowboy_shot, stomach, string_bikini                                                                                                                                                                                                                                                                        |
|   8 |         7 | ![](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, white_shirt, official_alternate_costume, scar, solo, looking_at_viewer, short_sleeves, smile, yellow_bowtie, black_thighhighs, black_vest, closed_mouth, hair_ribbon, short_shorts, white_shorts, wrist_cuffs, blush, hair_bow, high_heels, single_leg_pantyhose                                                                                                                                                                                                            |
|   9 |        13 | ![](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, nipples, scar, blush, small_breasts, hetero, navel, 1boy, penis, bar_censor, completely_nude, looking_at_viewer, open_mouth, solo_focus, collarbone, pussy, sex, cum, grey_hair, simple_background, tears, vaginal                                                                                                                                                                                                                                                          |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | black_gloves   | black_jacket   | fingerless_gloves   | looking_at_viewer   | scar   | simple_background   | solo   | white_shirt   | smile   | black_pantyhose   | open_jacket   | white_background   | black_skirt   | hood   | neck_ribbon   | grey_hair   | closed_mouth   | open_mouth   | armband   | upper_body   | hooded_jacket   | long_sleeves   | black_ribbon   | pleated_skirt   | brown_pantyhose   | dress_shirt   | hand_up   | hood_down   | very_long_hair   | blush   | grey_skirt   | breasts   | hand_in_pocket   | knee_pads   | sitting   | holding_gun   | submachine_gun   | h&k_ump   | heckler_&_koch   | trigger_discipline   | character_name   | fake_animal_ears   | playboy_bunny   | rabbit_ears   | bare_shoulders   | black_leotard   | cleavage   | covered_navel   | cowboy_shot   | detached_collar   | small_breasts   | strapless_leotard   | wrist_cuffs   | alternate_breast_size   | black_footwear   | collarbone   | crossed_bangs   | elbow_gloves   | high_heels   | medium_breasts   | rabbit_tail   | standing   | official_alternate_costume   | black_dress   | aged_down   | shoulder_bag   | animal_bag   | full_body   | hands_on_hips   | white_pantyhose   | navel   | black_bikini   | side-tie_bikini_bottom   | stomach   | string_bikini   | short_sleeves   | yellow_bowtie   | black_thighhighs   | black_vest   | hair_ribbon   | short_shorts   | white_shorts   | hair_bow   | single_leg_pantyhose   | nipples   | hetero   | 1boy   | penis   | bar_censor   | completely_nude   | solo_focus   | pussy   | sex   | cum   | tears   | vaginal   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:---------------|:---------------|:--------------------|:--------------------|:-------|:--------------------|:-------|:--------------|:--------|:------------------|:--------------|:-------------------|:--------------|:-------|:--------------|:------------|:---------------|:-------------|:----------|:-------------|:----------------|:---------------|:---------------|:----------------|:------------------|:--------------|:----------|:------------|:-----------------|:--------|:-------------|:----------|:-----------------|:------------|:----------|:--------------|:-----------------|:----------|:-----------------|:---------------------|:-----------------|:-------------------|:----------------|:--------------|:-----------------|:----------------|:-----------|:----------------|:--------------|:------------------|:----------------|:--------------------|:--------------|:------------------------|:-----------------|:-------------|:----------------|:---------------|:-------------|:-----------------|:--------------|:-----------|:-----------------------------|:--------------|:------------|:---------------|:-------------|:------------|:----------------|:------------------|:--------|:---------------|:-------------------------|:----------|:----------------|:----------------|:----------------|:-------------------|:-------------|:--------------|:---------------|:---------------|:-----------|:-----------------------|:----------|:---------|:-------|:--------|:-------------|:------------------|:-------------|:--------|:------|:------|:--------|:----------|
|   0 |        14 | ![](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            |           |              |                 |                |                |                 |                   |               |           |             |                  |         |              |           |                  |             |           |               |                  |           |                  |                      |                  |                    |                 |               |                  |                 |            |                 |               |                   |                 |                     |               |                         |                  |              |                 |                |              |                  |               |            |                              |               |             |                |              |             |                 |                   |         |                |                          |           |                 |                 |                 |                    |              |               |                |                |            |                        |           |          |        |         |              |                   |              |         |       |       |         |           |
|   1 |         6 | ![](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              |                 |                   |               |           |             |                  |         |              |           |                  |             |           |               |                  |           |                  |                      |                  |                    |                 |               |                  |                 |            |                 |               |                   |                 |                     |               |                         |                  |              |                 |                |              |                  |               |            |                              |               |             |                |              |             |                 |                   |         |                |                          |           |                 |                 |                 |                    |              |               |                |                |            |                        |           |          |        |         |              |                   |              |         |       |       |         |           |
|   2 |         5 | ![](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       | X            | X         | X                | X           | X         |               |                  |           |                  |                      |                  |                    |                 |               |                  |                 |            |                 |               |                   |                 |                     |               |                         |                  |              |                 |                |              |                  |               |            |                              |               |             |                |              |             |                 |                   |         |                |                          |           |                 |                 |                 |                    |              |               |                |                |            |                        |           |          |        |         |              |                   |              |         |       |       |         |           |
|   3 |        10 | ![](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         |                  |                      |                  |                    |                 |               |                  |                 |            |                 |               |                   |                 |                     |               |                         |                  |              |                 |                |              |                  |               |            |                              |               |             |                |              |             |                 |                   |         |                |                          |           |                 |                 |                 |                    |              |               |                |                |            |                        |           |          |        |         |              |                   |              |         |       |       |         |           |
|   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                    | 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                | X               | X          | X               | X             | X                 | X               | X                   | X             | X                       | X                | X            | X               | X              | X            | X                | X             | X          |                              |               |             |                |              |             |                 |                   |         |                |                          |           |                 |                 |                 |                    |              |               |                |                |            |                        |           |          |        |         |              |                   |              |         |       |       |         |           |
|   6 |         7 | ![](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                 |         |                |                          |           |                 |                 |                 |                    |              |               |                |                |            |                        |           |          |        |         |              |                   |              |         |       |       |         |           |
|   7 |         9 | ![](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               |                 |                 |                    |              |               |                |                |            |                        |           |          |        |         |              |                   |              |         |       |       |         |           |
|   8 |         7 | ![](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               | X               | X                  | X            | X             | X              | X              | X          | X                      |           |          |        |         |              |                   |              |         |       |       |         |           |
|   9 |        13 | ![](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       | 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 ump45/UMP45/UMP45 (Girls' Frontline)
===============================================


This is the dataset of ump45/UMP45/UMP45 (Girls' Frontline), containing 500 images and their tags.


The core tags of this character are 'long\_hair, scar\_across\_eye, brown\_hair, bangs, scar\_on\_face, one\_side\_up, hair\_between\_eyes, yellow\_eyes, brown\_eyes, hair\_ornament, ribbon', 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