
# Dataset of istina/イースチナ/真理 (Arknights)

This is the dataset of istina/イースチナ/真理 (Arknights), containing 368 images and their tags.

The core tags of this character are `animal_ears, bear_ears, long_hair, hair_ornament, braid, bangs, blue_eyes, blue_hair, star_hair_ornament, hat, brown_headwear, beret, single_braid, aqua_hair`, 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              |      368 | 591.29 MiB | [Download](https://huggingface.co/datasets/CyberHarem/istina_arknights/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      368 | 311.28 MiB | [Download](https://huggingface.co/datasets/CyberHarem/istina_arknights/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      868 | 655.64 MiB | [Download](https://huggingface.co/datasets/CyberHarem/istina_arknights/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      368 | 505.63 MiB | [Download](https://huggingface.co/datasets/CyberHarem/istina_arknights/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      868 | 966.39 MiB | [Download](https://huggingface.co/datasets/CyberHarem/istina_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/istina_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 |        51 | ![](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, solo, monocle, star_(symbol), white_shirt, collared_shirt, looking_at_viewer, upper_body, long_sleeves, brown_jacket, holding_book, simple_background, blue_necktie, white_background, aqua_necktie, open_book, closed_mouth                                                                               |
|   1 |         9 | ![](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_skirt, full_body, long_sleeves, monocle, solo, star_(symbol), brown_footwear, brown_jacket, holding_book, loafers, necktie, standing, white_socks, cardigan, kneehighs, looking_at_viewer, pleated_skirt, simple_background, white_background, miniskirt, open_clothes, white_shirt                  |
|   2 |        10 | ![](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, holding_book, monocle, open_book, sitting, solo, aqua_necktie, collared_shirt, long_sleeves, star_(symbol), white_shirt, pleated_skirt, white_socks, black_skirt, cardigan, looking_at_viewer, brown_jacket, indoors, aqua_eyes, blue_necktie, bookshelf, feet_out_of_frame, kneehighs, miniskirt, reading |
|   3 |        18 | ![](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, hair_flower, official_alternate_costume, solo, white_flower, looking_at_viewer, monocle, white_shirt, red_hairband, upper_body, frilled_hairband, long_sleeves, simple_background, twin_braids, bear_girl, closed_mouth, dress, holding_book, white_background, bowtie, open_jacket, brown_jacket          |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | solo   | monocle   | star_(symbol)   | white_shirt   | collared_shirt   | looking_at_viewer   | upper_body   | long_sleeves   | brown_jacket   | holding_book   | simple_background   | blue_necktie   | white_background   | aqua_necktie   | open_book   | closed_mouth   | black_skirt   | full_body   | brown_footwear   | loafers   | necktie   | standing   | white_socks   | cardigan   | kneehighs   | pleated_skirt   | miniskirt   | open_clothes   | sitting   | indoors   | aqua_eyes   | bookshelf   | feet_out_of_frame   | reading   | hair_flower   | official_alternate_costume   | white_flower   | red_hairband   | frilled_hairband   | twin_braids   | bear_girl   | dress   | bowtie   | open_jacket   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-------|:----------|:----------------|:--------------|:-----------------|:--------------------|:-------------|:---------------|:---------------|:---------------|:--------------------|:---------------|:-------------------|:---------------|:------------|:---------------|:--------------|:------------|:-----------------|:----------|:----------|:-----------|:--------------|:-----------|:------------|:----------------|:------------|:---------------|:----------|:----------|:------------|:------------|:--------------------|:----------|:--------------|:-----------------------------|:---------------|:---------------|:-------------------|:--------------|:------------|:--------|:---------|:--------------|
|   0 |        51 | ![](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 |         9 | ![](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              |           |           |             |             |                     |           |               |                              |                |                |                    |               |             |         |          |               |
|   2 |        10 | ![](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         |               |                              |                |                |                    |               |             |         |          |               |
|   3 |        18 | ![](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              | 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 istina/イースチナ/真理 (Arknights)
======================================


This is the dataset of istina/イースチナ/真理 (Arknights), containing 368 images and their tags.


The core tags of this character are 'animal\_ears, bear\_ears, long\_hair, hair\_ornament, braid, bangs, blue\_eyes, blue\_hair, star\_hair\_ornament, hat, brown\_headwear, beret, single\_braid, aqua\_hair', 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