
# Dataset of zb_26/ZB-26/ZB-26 (Girls' Frontline)

This is the dataset of zb_26/ZB-26/ZB-26 (Girls' Frontline), containing 47 images and their tags.

The core tags of this character are `breasts, long_hair, purple_hair, large_breasts, red_eyes, bangs, hat, very_long_hair, white_headwear`, 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              |       47 | 71.75 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/zb_26_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       47 | 46.14 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/zb_26_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      109 | 84.40 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/zb_26_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       47 | 65.19 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/zb_26_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      109 | 110.97 MiB | [Download](https://huggingface.co/datasets/CyberHarem/zb_26_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/zb_26_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 |         6 | ![](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_dress, black_gloves, cleavage, looking_at_viewer, solo, bare_shoulders, elbow_gloves, simple_background, white_background, collarbone, holding_gun, star_(symbol), tongue_out                                                                                                           |
|   1 |        14 | ![](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) | cleavage, 1girl, looking_at_viewer, white_one-piece_swimsuit, solo, bare_shoulders, official_alternate_costume, collarbone, highleg_swimsuit, thighs, wet, smile, sun_hat, covered_navel, hair_between_eyes, thigh_strap, outdoors, sitting, star_(symbol), jewelry, parted_lips                     |
|   2 |         7 | ![](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, bare_shoulders, looking_at_viewer, solo, white_dress, full_body, high_heels, white_footwear, detached_sleeves, single_braid, bird, butterfly, cleavage, tiara, ass, bare_legs, from_behind, looking_back, necklace, official_alternate_costume, parted_lips, sideboob, standing, torn_clothes |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | black_dress   | black_gloves   | cleavage   | looking_at_viewer   | solo   | bare_shoulders   | elbow_gloves   | simple_background   | white_background   | collarbone   | holding_gun   | star_(symbol)   | tongue_out   | white_one-piece_swimsuit   | official_alternate_costume   | highleg_swimsuit   | thighs   | wet   | smile   | sun_hat   | covered_navel   | hair_between_eyes   | thigh_strap   | outdoors   | sitting   | jewelry   | parted_lips   | white_dress   | full_body   | high_heels   | white_footwear   | detached_sleeves   | single_braid   | bird   | butterfly   | tiara   | ass   | bare_legs   | from_behind   | looking_back   | necklace   | sideboob   | standing   | torn_clothes   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------------|:---------------|:-----------|:--------------------|:-------|:-----------------|:---------------|:--------------------|:-------------------|:-------------|:--------------|:----------------|:-------------|:---------------------------|:-----------------------------|:-------------------|:---------|:------|:--------|:----------|:----------------|:--------------------|:--------------|:-----------|:----------|:----------|:--------------|:--------------|:------------|:-------------|:-----------------|:-------------------|:---------------|:-------|:------------|:--------|:------|:------------|:--------------|:---------------|:-----------|:-----------|:-----------|:---------------|
|   0 |         6 | ![](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            |                            |                              |                    |          |       |         |           |                 |                     |               |            |           |           |               |               |             |              |                  |                    |                |        |             |         |       |             |               |                |            |            |            |                |
|   1 |        14 | ![](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             |               |             |              |                  |                    |                |        |             |         |       |             |               |                |            |            |            |                |
|   2 |         7 | ![](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              |


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 zb\_26/ZB-26/ZB-26 (Girls' Frontline)
================================================


This is the dataset of zb\_26/ZB-26/ZB-26 (Girls' Frontline), containing 47 images and their tags.


The core tags of this character are 'breasts, long\_hair, purple\_hair, large\_breasts, red\_eyes, bangs, hat, very\_long\_hair, white\_headwear', 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