
# Dataset of sora/ソラ/空 (Arknights)

This is the dataset of sora/ソラ/空 (Arknights), containing 405 images and their tags.

The core tags of this character are `animal_ears, blonde_hair, twintails, wolf_ears, bangs, red_eyes, animal_ear_fluff, ahoge, short_hair, bow, hair_bow, tail`, 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              |      405 | 588.44 MiB | [Download](https://huggingface.co/datasets/CyberHarem/sora_arknights/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      405 | 310.62 MiB | [Download](https://huggingface.co/datasets/CyberHarem/sora_arknights/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      952 | 664.60 MiB | [Download](https://huggingface.co/datasets/CyberHarem/sora_arknights/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      405 | 502.95 MiB | [Download](https://huggingface.co/datasets/CyberHarem/sora_arknights/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      952 | 981.15 MiB | [Download](https://huggingface.co/datasets/CyberHarem/sora_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/sora_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 |         7 | ![](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, ;d, black_gloves, knee_boots, looking_at_viewer, one_eye_closed, open_mouth, smile, solo, white_footwear, white_thighhighs, black_vest, fang, holding, white_shirt, full_body, lace-up_boots, red_necktie, simple_background, white_background, arm_up, microphone, miniskirt, sparkle, wolf_tail, blush, long_hair, red_bow, red_cape, red_skirt, standing_on_one_leg                                                                         |
|   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, black_gloves, black_vest, collared_shirt, full_body, knee_boots, lace-up_boots, looking_at_viewer, miniskirt, red_necktie, solo, standing, white_background, white_footwear, white_shirt, white_thighhighs, zettai_ryouiki, :d, black_cape, fang, long_sleeves, open_mouth, pleated_skirt, red_cape, red_skirt, simple_background, hand_up, red_bow, wolf_tail, blush, frills, hair_between_eyes, hair_ribbon, holding, long_hair, white_skirt |
|   2 |         8 | ![](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, :d, black_gloves, looking_at_viewer, miniskirt, open_mouth, red_necktie, red_skirt, solo, white_shirt, cowboy_shot, pleated_skirt, standing, black_cape, fang, hair_between_eyes, white_background, collared_shirt, holding, simple_background, black_vest, long_hair, microphone, pink_skirt, red_bow, sparkle, white_thighhighs, wolf_tail, blush, multicolored_clothes, zettai_ryouiki                                                      |
|   3 |         8 | ![](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, looking_at_viewer, smile, solo, upper_body, white_shirt, black_gloves, red_necktie, black_vest, collared_shirt, simple_background, open_mouth, white_background, one_eye_closed, ;d, closed_mouth, fang, hair_between_eyes, red_bow                                                                                                                                                                                                            |
|   4 |         8 | ![](samples/4/clu4-sample0.png) | ![](samples/4/clu4-sample1.png) | ![](samples/4/clu4-sample2.png) | ![](samples/4/clu4-sample3.png) | ![](samples/4/clu4-sample4.png) | 1girl, looking_at_viewer, open_mouth, solo, white_shirt, :d, collared_shirt, red_necktie, upper_body, fang, hair_between_eyes, red_bow, simple_background, blush, black_cape, black_vest, portrait                                                                                                                                                                                                                                                    |
|   5 |         6 | ![](samples/5/clu5-sample0.png) | ![](samples/5/clu5-sample1.png) | ![](samples/5/clu5-sample2.png) | ![](samples/5/clu5-sample3.png) | ![](samples/5/clu5-sample4.png) | 1girl, collared_shirt, hair_between_eyes, looking_at_viewer, red_bow, red_necktie, solo, white_shirt, upper_body, blush, parted_lips, simple_background, white_background, smile, vest                                                                                                                                                                                                                                                                |
|   6 |        16 | ![](samples/6/clu6-sample0.png) | ![](samples/6/clu6-sample1.png) | ![](samples/6/clu6-sample2.png) | ![](samples/6/clu6-sample3.png) | ![](samples/6/clu6-sample4.png) | bare_shoulders, black_dress, black_headwear, hat, 1girl, long_hair, official_alternate_costume, solo, black_gloves, looking_at_viewer, sleeveless_dress, cleavage, necklace, elbow_gloves, holding, choker, hair_between_eyes, blush, closed_mouth, simple_background                                                                                                                                                                                 |
|   7 |        60 | ![](samples/7/clu7-sample0.png) | ![](samples/7/clu7-sample1.png) | ![](samples/7/clu7-sample2.png) | ![](samples/7/clu7-sample3.png) | ![](samples/7/clu7-sample4.png) | looking_at_viewer, bare_shoulders, white_bikini, 1girl, official_alternate_costume, solo, cleavage, medium_breasts, smile, navel, open_mouth, off_shoulder, open_jacket, white_jacket, stomach, long_sleeves, white_skirt, wolf_tail, bikini_skirt, collarbone, blush, hair_ornament, day, outdoors, thigh_strap, blue_sky, miniskirt, standing, holding, fang, front-tie_top, thighs                                                                 |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | ;d   | black_gloves   | knee_boots   | looking_at_viewer   | one_eye_closed   | open_mouth   | smile   | solo   | white_footwear   | white_thighhighs   | black_vest   | fang   | holding   | white_shirt   | full_body   | lace-up_boots   | red_necktie   | simple_background   | white_background   | arm_up   | microphone   | miniskirt   | sparkle   | wolf_tail   | blush   | long_hair   | red_bow   | red_cape   | red_skirt   | standing_on_one_leg   | collared_shirt   | standing   | zettai_ryouiki   | :d   | black_cape   | long_sleeves   | pleated_skirt   | hand_up   | frills   | hair_between_eyes   | hair_ribbon   | white_skirt   | cowboy_shot   | pink_skirt   | multicolored_clothes   | upper_body   | closed_mouth   | portrait   | parted_lips   | vest   | bare_shoulders   | black_dress   | black_headwear   | hat   | official_alternate_costume   | sleeveless_dress   | cleavage   | necklace   | elbow_gloves   | choker   | white_bikini   | medium_breasts   | navel   | off_shoulder   | open_jacket   | white_jacket   | stomach   | bikini_skirt   | collarbone   | hair_ornament   | day   | outdoors   | thigh_strap   | blue_sky   | front-tie_top   | thighs   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-----|:---------------|:-------------|:--------------------|:-----------------|:-------------|:--------|:-------|:-----------------|:-------------------|:-------------|:-------|:----------|:--------------|:------------|:----------------|:--------------|:--------------------|:-------------------|:---------|:-------------|:------------|:----------|:------------|:--------|:------------|:----------|:-----------|:------------|:----------------------|:-----------------|:-----------|:-----------------|:-----|:-------------|:---------------|:----------------|:----------|:---------|:--------------------|:--------------|:--------------|:--------------|:-------------|:-----------------------|:-------------|:---------------|:-----------|:--------------|:-------|:-----------------|:--------------|:-----------------|:------|:-----------------------------|:-------------------|:-----------|:-----------|:---------------|:---------|:---------------|:-----------------|:--------|:---------------|:--------------|:---------------|:----------|:---------------|:-------------|:----------------|:------|:-----------|:--------------|:-----------|:----------------|:---------|
|   0 |         7 | ![](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          | 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                | X          | X                | X    | X            | X              | X               | X         | X        | X                   | X             | X             |               |              |                        |              |                |            |               |        |                  |               |                  |       |                              |                    |            |            |                |          |                |                  |         |                |               |                |           |                |              |                 |       |            |               |            |                 |          |
|   2 |         8 | ![](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                      |              |                |            |               |        |                  |               |                  |       |                              |                    |            |            |                |          |                |                  |         |                |               |                |           |                |              |                 |       |            |               |            |                 |          |
|   3 |         8 | ![](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              |            |               |        |                  |               |                  |       |                              |                    |            |            |                |          |                |                  |         |                |               |                |           |                |              |                 |       |            |               |            |                 |          |
|   4 |         8 | ![](samples/4/clu4-sample0.png) | ![](samples/4/clu4-sample1.png) | ![](samples/4/clu4-sample2.png) | ![](samples/4/clu4-sample3.png) | ![](samples/4/clu4-sample4.png) | X       |      |                |              | X                   |                  | X            |         | X      |                  |                    | X            | X      |           | X             |             |                 | X             | X                   |                    |          |              |             |           |             | X       |             | X         |            |             |                       | X                |            |                  | X    | X            |                |                 |           |          | X                   |               |               |               |              |                        | X            |                | X          |               |        |                  |               |                  |       |                              |                    |            |            |                |          |                |                  |         |                |               |                |           |                |              |                 |       |            |               |            |                 |          |
|   5 |         6 | ![](samples/5/clu5-sample0.png) | ![](samples/5/clu5-sample1.png) | ![](samples/5/clu5-sample2.png) | ![](samples/5/clu5-sample3.png) | ![](samples/5/clu5-sample4.png) | X       |      |                |              | X                   |                  |              | X       | X      |                  |                    |              |        |           | X             |             |                 | X             | X                   | X                  |          |              |             |           |             | X       |             | X         |            |             |                       | X                |            |                  |      |              |                |                 |           |          | X                   |               |               |               |              |                        | X            |                |            | X             | X      |                  |               |                  |       |                              |                    |            |            |                |          |                |                  |         |                |               |                |           |                |              |                 |       |            |               |            |                 |          |
|   6 |        16 | ![](samples/6/clu6-sample0.png) | ![](samples/6/clu6-sample1.png) | ![](samples/6/clu6-sample2.png) | ![](samples/6/clu6-sample3.png) | ![](samples/6/clu6-sample4.png) | X       |      | X              |              | X                   |                  |              |         | X      |                  |                    |              |        | X         |               |             |                 |               | X                   |                    |          |              |             |           |             | X       | X           |           |            |             |                       |                  |            |                  |      |              |                |                 |           |          | X                   |               |               |               |              |                        |              | X              |            |               |        | X                | X             | X                | X     | X                            | X                  | X          | X          | X              | X        |                |                  |         |                |               |                |           |                |              |                 |       |            |               |            |                 |          |
|   7 |        60 | ![](samples/7/clu7-sample0.png) | ![](samples/7/clu7-sample1.png) | ![](samples/7/clu7-sample2.png) | ![](samples/7/clu7-sample3.png) | ![](samples/7/clu7-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        |


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 sora/ソラ/空 (Arknights)
================================


This is the dataset of sora/ソラ/空 (Arknights), containing 405 images and their tags.


The core tags of this character are 'animal\_ears, blonde\_hair, twintails, wolf\_ears, bangs, red\_eyes, animal\_ear\_fluff, ahoge, short\_hair, bow, hair\_bow, tail', 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