
# Dataset of gepard_m1/ゲパードM1/猎豹M1 (Girls' Frontline)

This is the dataset of gepard_m1/ゲパードM1/猎豹M1 (Girls' Frontline), containing 22 images and their tags.

The core tags of this character are `long_hair, bangs, grey_hair, hair_between_eyes, breasts, yellow_eyes, white_hair, hair_ornament, hairclip, beret, hat, 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              |       22 | 24.82 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gepard_m1_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       22 | 14.58 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gepard_m1_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |       42 | 27.08 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gepard_m1_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       22 | 22.14 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gepard_m1_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |       42 | 38.33 MiB | [Download](https://huggingface.co/datasets/CyberHarem/gepard_m1_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/gepard_m1_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, closed_mouth, solo, black_gloves, looking_at_viewer, black_headwear, blush, jacket, military_uniform, simple_background, skirt, white_background, black_thighhighs, boots, brown_eyes, character_name, holding_gun, long_sleeves, neck_ribbon, sitting, sniper_rifle                                                                                |
|   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, solo, closed_mouth, looking_at_viewer, blush, cat, fur-trimmed_jacket, green_jacket, messy_hair, full_body, long_sleeves, pantyhose, twin_braids, alternate_hairstyle, animal, black_skirt, brown_eyes, hair_over_shoulder, holding, no_shoes, off_shoulder, official_alternate_costume, on_side, scarf, sidelocks, turtleneck_sweater, white_shirt |
|   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, cleavage, collarbone, looking_at_viewer, solo, bare_shoulders, simple_background, upper_body, parted_lips, white_background, blush, open_clothes, strapless, white_dress                                                                                                                                                                            |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | closed_mouth   | solo   | black_gloves   | looking_at_viewer   | black_headwear   | blush   | jacket   | military_uniform   | simple_background   | skirt   | white_background   | black_thighhighs   | boots   | brown_eyes   | character_name   | holding_gun   | long_sleeves   | neck_ribbon   | sitting   | sniper_rifle   | cat   | fur-trimmed_jacket   | green_jacket   | messy_hair   | full_body   | pantyhose   | twin_braids   | alternate_hairstyle   | animal   | black_skirt   | hair_over_shoulder   | holding   | no_shoes   | off_shoulder   | official_alternate_costume   | on_side   | scarf   | sidelocks   | turtleneck_sweater   | white_shirt   | cleavage   | collarbone   | bare_shoulders   | upper_body   | parted_lips   | open_clothes   | strapless   | white_dress   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:---------------|:-------|:---------------|:--------------------|:-----------------|:--------|:---------|:-------------------|:--------------------|:--------|:-------------------|:-------------------|:--------|:-------------|:-----------------|:--------------|:---------------|:--------------|:----------|:---------------|:------|:---------------------|:---------------|:-------------|:------------|:------------|:--------------|:----------------------|:---------|:--------------|:---------------------|:----------|:-----------|:---------------|:-----------------------------|:----------|:--------|:------------|:---------------------|:--------------|:-----------|:-------------|:-----------------|:-------------|:--------------|:---------------|:------------|:--------------|
|   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 |         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           | 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             |


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 gepard\_m1/ゲパードM1/猎豹M1 (Girls' Frontline)
====================================================


This is the dataset of gepard\_m1/ゲパードM1/猎豹M1 (Girls' Frontline), containing 22 images and their tags.


The core tags of this character are 'long\_hair, bangs, grey\_hair, hair\_between\_eyes, breasts, yellow\_eyes, white\_hair, hair\_ornament, hairclip, beret, hat, 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