
# Dataset of roberta/ロベルタ/罗比菈塔 (Arknights)

This is the dataset of roberta/ロベルタ/罗比菈塔 (Arknights), containing 111 images and their tags.

The core tags of this character are `brown_hair, short_hair, brown_eyes, bangs, goggles_on_head, animal_ears, otter_ears, 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              |      111 | 206.77 MiB | [Download](https://huggingface.co/datasets/CyberHarem/roberta_arknights/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      111 | 89.82 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/roberta_arknights/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      269 | 195.92 MiB | [Download](https://huggingface.co/datasets/CyberHarem/roberta_arknights/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      111 | 165.87 MiB | [Download](https://huggingface.co/datasets/CyberHarem/roberta_arknights/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      269 | 317.55 MiB | [Download](https://huggingface.co/datasets/CyberHarem/roberta_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/roberta_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 |        14 | ![](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, off_shoulder, official_alternate_costume, solo, white_bikini, braid, looking_at_viewer, white_jacket, long_sleeves, navel, white_choker, cleavage, medium_breasts, open_jacket, stomach, blush, hair_between_eyes, short_shorts, simple_background, white_background, white_shorts, collarbone, holding, upper_body, closed_mouth, cowboy_shot, smile, tail |
|   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, goggles, looking_at_viewer, solo, white_shirt, overalls, simple_background, smile, upper_body, white_choker, open_clothes, hair_between_eyes, white_background, white_jacket, closed_mouth, off_shoulder                                                                                                                                                                    |
|   2 |        13 | ![](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, goggles, long_sleeves, looking_at_viewer, solo, white_coat, white_shirt, simple_background, white_choker, white_background, open_coat, smile, full_body, shoes, white_footwear, white_jacket, overalls, standing, apron                                                                                                                                                     |
|   3 |         7 | ![](samples/3/clu3-sample0.png) | ![](samples/3/clu3-sample1.png) | ![](samples/3/clu3-sample2.png) | ![](samples/3/clu3-sample3.png) | ![](samples/3/clu3-sample4.png) | 1girl, bare_shoulders, black_dress, black_headwear, solo, strapless_dress, closed_mouth, holding, smile, looking_at_viewer, medium_breasts, beret, black_pantyhose, simple_background, white_background, wrist_cuffs                                                                                                                                                               |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | bare_shoulders   | off_shoulder   | official_alternate_costume   | solo   | white_bikini   | braid   | looking_at_viewer   | white_jacket   | long_sleeves   | navel   | white_choker   | cleavage   | medium_breasts   | open_jacket   | stomach   | blush   | hair_between_eyes   | short_shorts   | simple_background   | white_background   | white_shorts   | collarbone   | holding   | upper_body   | closed_mouth   | cowboy_shot   | smile   | tail   | goggles   | white_shirt   | overalls   | open_clothes   | white_coat   | open_coat   | full_body   | shoes   | white_footwear   | standing   | apron   | black_dress   | black_headwear   | strapless_dress   | beret   | black_pantyhose   | wrist_cuffs   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-----------------|:---------------|:-----------------------------|:-------|:---------------|:--------|:--------------------|:---------------|:---------------|:--------|:---------------|:-----------|:-----------------|:--------------|:----------|:--------|:--------------------|:---------------|:--------------------|:-------------------|:---------------|:-------------|:----------|:-------------|:---------------|:--------------|:--------|:-------|:----------|:--------------|:-----------|:---------------|:-------------|:------------|:------------|:--------|:-----------------|:-----------|:--------|:--------------|:-----------------|:------------------|:--------|:------------------|:--------------|
|   0 |        14 | ![](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                  | 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              |              |             |             |         |                  |            |         |               |                  |                   |         |                   |               |
|   2 |        13 | ![](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       |               |                  |                   |         |                   |               |
|   3 |         7 | ![](samples/3/clu3-sample0.png) | ![](samples/3/clu3-sample1.png) | ![](samples/3/clu3-sample2.png) | ![](samples/3/clu3-sample3.png) | ![](samples/3/clu3-sample4.png) | 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 roberta/ロベルタ/罗比菈塔 (Arknights)
========================================


This is the dataset of roberta/ロベルタ/罗比菈塔 (Arknights), containing 111 images and their tags.


The core tags of this character are 'brown\_hair, short\_hair, brown\_eyes, bangs, goggles\_on\_head, animal\_ears, otter\_ears, 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