
# Dataset of brest/ブレスト/布雷斯特 (Azur Lane)

This is the dataset of brest/ブレスト/布雷斯特 (Azur Lane), containing 78 images and their tags.

The core tags of this character are `breasts, blonde_hair, blue_eyes, long_hair, large_breasts, pointy_ears, very_long_hair, bangs, ribbon, parted_bangs`, 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              |       78 | 148.76 MiB | [Download](https://huggingface.co/datasets/CyberHarem/brest_azurlane/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       78 | 70.60 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/brest_azurlane/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      201 | 150.74 MiB | [Download](https://huggingface.co/datasets/CyberHarem/brest_azurlane/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       78 | 125.27 MiB | [Download](https://huggingface.co/datasets/CyberHarem/brest_azurlane/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      201 | 228.53 MiB | [Download](https://huggingface.co/datasets/CyberHarem/brest_azurlane/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/brest_azurlane',
    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, bare_shoulders, looking_at_viewer, navel, solo, white_dress, revealing_clothes, smile, underboob, simple_background, thighs, white_background, blush, closed_mouth, feathered_wings, hair_ribbon, white_ribbon                                                     |
|   1 |        15 | ![](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, looking_at_viewer, solo, white_bikini, cleavage, bare_shoulders, navel, smile, thighs, blush, thigh_strap, hair_flower, white_ribbon, choker, criss-cross_halter, official_alternate_costume, see-through, stomach, white_flower, closed_mouth, elf, skindentation |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | bare_shoulders   | looking_at_viewer   | navel   | solo   | white_dress   | revealing_clothes   | smile   | underboob   | simple_background   | thighs   | white_background   | blush   | closed_mouth   | feathered_wings   | hair_ribbon   | white_ribbon   | white_bikini   | cleavage   | thigh_strap   | hair_flower   | choker   | criss-cross_halter   | official_alternate_costume   | see-through   | stomach   | white_flower   | elf   | skindentation   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-----------------|:--------------------|:--------|:-------|:--------------|:--------------------|:--------|:------------|:--------------------|:---------|:-------------------|:--------|:---------------|:------------------|:--------------|:---------------|:---------------|:-----------|:--------------|:--------------|:---------|:---------------------|:-----------------------------|:--------------|:----------|:---------------|:------|:----------------|
|   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              |                |            |               |               |          |                      |                              |               |           |                |       |                 |
|   1 |        15 | ![](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               |


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 brest/ブレスト/布雷斯特 (Azur Lane)
======================================


This is the dataset of brest/ブレスト/布雷斯特 (Azur Lane), containing 78 images and their tags.


The core tags of this character are 'breasts, blonde\_hair, blue\_eyes, long\_hair, large\_breasts, pointy\_ears, very\_long\_hair, bangs, ribbon, parted\_bangs', 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