
# Dataset of ambriel/アンブリエル/安比尔 (Arknights)

This is the dataset of ambriel/アンブリエル/安比尔 (Arknights), containing 112 images and their tags.

The core tags of this character are `long_hair, pink_hair, bangs, halo, one_side_up, hair_ornament, purple_eyes, hairclip, 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              |      112 | 184.40 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ambriel_arknights/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      112 | 90.34 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/ambriel_arknights/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      281 | 201.51 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ambriel_arknights/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      112 | 153.72 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ambriel_arknights/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      281 | 307.50 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ambriel_arknights/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/ambriel_arknights',
    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_jacket, holding_gun, long_sleeves, looking_at_viewer, pocky, solo, black_choker, black_gloves, black_thighhighs, grey_shirt, mouth_hold, open_jacket, sniper_rifle, black_skirt                                                                                                                                                                                                                                                               |
|   1 |         8 | ![](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, black_jacket, food_in_mouth, looking_at_viewer, mouth_hold, simple_background, solo, black_gloves, grey_shirt, open_jacket, pocky, upper_body, blush, holding_food, long_sleeves, grey_background, white_background, hand_up, pink_eyes                                                                                                                                                                                                             |
|   2 |        16 | ![](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, eyewear_on_head, solo, looking_at_viewer, sunglasses, very_long_hair, bare_shoulders, frills, nail_polish, black_choker, heart-shaped_eyewear, medium_breasts, necklace, thigh_strap, blue_sky, official_alternate_costume, one_eye_closed, simple_background, sleeveless_shirt, thighs, tied_shirt, white_background, belt, blush, cowboy_shot, day, holding_food, mouth_hold, pink_eyes, red_nails, red_one-piece_swimsuit, standing, white_shirt |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | black_jacket   | holding_gun   | long_sleeves   | looking_at_viewer   | pocky   | solo   | black_choker   | black_gloves   | black_thighhighs   | grey_shirt   | mouth_hold   | open_jacket   | sniper_rifle   | black_skirt   | food_in_mouth   | simple_background   | upper_body   | blush   | holding_food   | grey_background   | white_background   | hand_up   | pink_eyes   | eyewear_on_head   | sunglasses   | very_long_hair   | bare_shoulders   | frills   | nail_polish   | heart-shaped_eyewear   | medium_breasts   | necklace   | thigh_strap   | blue_sky   | official_alternate_costume   | one_eye_closed   | sleeveless_shirt   | thighs   | tied_shirt   | belt   | cowboy_shot   | day   | red_nails   | red_one-piece_swimsuit   | standing   | white_shirt   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:---------------|:--------------|:---------------|:--------------------|:--------|:-------|:---------------|:---------------|:-------------------|:-------------|:-------------|:--------------|:---------------|:--------------|:----------------|:--------------------|:-------------|:--------|:---------------|:------------------|:-------------------|:----------|:------------|:------------------|:-------------|:-----------------|:-----------------|:---------|:--------------|:-----------------------|:-----------------|:-----------|:--------------|:-----------|:-----------------------------|:-----------------|:-------------------|:---------|:-------------|:-------|:--------------|:------|:------------|:-------------------------|:-----------|:--------------|
|   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              | X             |                 |                     |              |         |                |                   |                    |           |             |                   |              |                  |                  |          |               |                        |                  |            |               |            |                              |                  |                    |          |              |        |               |       |             |                          |            |               |
|   1 |         8 | ![](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 |        16 | ![](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          | 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 ambriel/アンブリエル/安比尔 (Arknights)
=========================================


This is the dataset of ambriel/アンブリエル/安比尔 (Arknights), containing 112 images and their tags.


The core tags of this character are 'long\_hair, pink\_hair, bangs, halo, one\_side\_up, hair\_ornament, purple\_eyes, hairclip, 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