
# Dataset of impero/インペロ/帝国 (Azur Lane)

This is the dataset of impero/インペロ/帝国 (Azur Lane), containing 32 images and their tags.

The core tags of this character are `breasts, long_hair, large_breasts, brown_hair, bangs, blue_eyes, very_long_hair, ahoge, 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              |       32 | 60.14 MiB | [Download](https://huggingface.co/datasets/CyberHarem/impero_azurlane/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       32 | 30.55 MiB | [Download](https://huggingface.co/datasets/CyberHarem/impero_azurlane/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |       80 | 63.37 MiB | [Download](https://huggingface.co/datasets/CyberHarem/impero_azurlane/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       32 | 52.90 MiB | [Download](https://huggingface.co/datasets/CyberHarem/impero_azurlane/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |       80 | 96.33 MiB | [Download](https://huggingface.co/datasets/CyberHarem/impero_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/impero_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 |        19 | ![](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, cleavage, looking_at_viewer, solo, white_shirt, collared_shirt, bare_shoulders, official_alternate_costume, sleeveless_shirt, blush, brown_cardigan, open_clothes, black_bowtie, partially_unbuttoned, plaid_skirt, pleated_skirt, black_skirt, leaf, loose_bowtie, school_uniform, sitting                               |
|   1 |         5 | ![](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, bare_shoulders, looking_at_viewer, solo, aiguillette, cleavage, clothing_cutout, collarbone, gold_trim, white_dress, cape, full_body, long_sleeves, medium_breasts, white_footwear, black_choker, collared_dress, cutout_above_navel, green_eyes, italian_flag, military, pink_hair, short_dress, two-tone_dress, uniform |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | cleavage   | looking_at_viewer   | solo   | white_shirt   | collared_shirt   | bare_shoulders   | official_alternate_costume   | sleeveless_shirt   | blush   | brown_cardigan   | open_clothes   | black_bowtie   | partially_unbuttoned   | plaid_skirt   | pleated_skirt   | black_skirt   | leaf   | loose_bowtie   | school_uniform   | sitting   | aiguillette   | clothing_cutout   | collarbone   | gold_trim   | white_dress   | cape   | full_body   | long_sleeves   | medium_breasts   | white_footwear   | black_choker   | collared_dress   | cutout_above_navel   | green_eyes   | italian_flag   | military   | pink_hair   | short_dress   | two-tone_dress   | uniform   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-----------|:--------------------|:-------|:--------------|:-----------------|:-----------------|:-----------------------------|:-------------------|:--------|:-----------------|:---------------|:---------------|:-----------------------|:--------------|:----------------|:--------------|:-------|:---------------|:-----------------|:----------|:--------------|:------------------|:-------------|:------------|:--------------|:-------|:------------|:---------------|:-----------------|:-----------------|:---------------|:-----------------|:---------------------|:-------------|:---------------|:-----------|:------------|:--------------|:-----------------|:----------|
|   0 |        19 | ![](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 |         5 | ![](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         |


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 impero/インペロ/帝国 (Azur Lane)
=====================================


This is the dataset of impero/インペロ/帝国 (Azur Lane), containing 32 images and their tags.


The core tags of this character are 'breasts, long\_hair, large\_breasts, brown\_hair, bangs, blue\_eyes, very\_long\_hair, ahoge, 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