
# Dataset of hoshiguma/ホシグマ/星熊 (Arknights)

This is the dataset of hoshiguma/ホシグマ/星熊 (Arknights), containing 500 images and their tags.

The core tags of this character are `green_hair, horns, single_horn, long_hair, oni_horns, breasts, bangs, yellow_eyes, hair_between_eyes, large_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              |      500 | 991.86 MiB | [Download](https://huggingface.co/datasets/CyberHarem/hoshiguma_arknights/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      500 | 455.02 MiB | [Download](https://huggingface.co/datasets/CyberHarem/hoshiguma_arknights/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |     1260 | 988.70 MiB | [Download](https://huggingface.co/datasets/CyberHarem/hoshiguma_arknights/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      500 | 822.07 MiB | [Download](https://huggingface.co/datasets/CyberHarem/hoshiguma_arknights/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |     1260 | 1.55 GiB   | [Download](https://huggingface.co/datasets/CyberHarem/hoshiguma_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/hoshiguma_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 |        29 | ![](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, armor, black_shirt, shirt, solo, black_gloves, gloves, shield, breastplate, looking_at_viewer, sleeveless, bare_shoulders, pants, sleeveless_shirt, holding_shield, black_pants, holding, jacket, clothes_around_waist, arm_ribbon, jacket_around_waist, ribbon, open_mouth                     |
|   1 |        22 | ![](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_shirt, shirt, sleeveless, solo, upper_body, bare_shoulders, sleeveless_shirt, looking_at_viewer, armor, breastplate, simple_background, closed_mouth, grey_eyes, open_mouth, grey_background, white_background                                                                            |
|   2 |         6 | ![](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, bare_shoulders, black_shirt, breastplate, looking_at_viewer, shirt, sleeveless, solo, white_background, arm_ribbon, armor, simple_background, sleeveless_shirt, smile, upper_body, black_gloves, closed_mouth, gloves, hand_up, ribbon                                                          |
|   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, black_shirt, jewelry, looking_at_viewer, magatama_necklace, necklace, official_alternate_costume, shirt, shoulder_cutout, solo, upper_body, bare_shoulders, long_sleeves, magatama, smile, simple_background, turtleneck, alternate_costume, arm_ribbon, clothing_cutout, white_background      |
|   4 |        43 | ![](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, black_shirt, long_sleeves, official_alternate_costume, shirt, solo, sword, weapon, holding, alternate_costume, oni_mask, shield, mask, looking_at_viewer, belt, katana, pants, holding_sword, holding_weapon, necklace, jewelry, holding_shield, smile, very_long_hair, grey_pants, cowboy_shot |
|   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, bare_shoulders, cleavage, jewelry, necklace, ponytail, solo, belt, choker, looking_at_viewer, very_long_hair, black_choker, bracelet, black_dress, dress, holding, pants, sitting, skin-covered_horns                                                                                           |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | armor   | black_shirt   | shirt   | solo   | black_gloves   | gloves   | shield   | breastplate   | looking_at_viewer   | sleeveless   | bare_shoulders   | pants   | sleeveless_shirt   | holding_shield   | black_pants   | holding   | jacket   | clothes_around_waist   | arm_ribbon   | jacket_around_waist   | ribbon   | open_mouth   | upper_body   | simple_background   | closed_mouth   | grey_eyes   | grey_background   | white_background   | smile   | hand_up   | jewelry   | magatama_necklace   | necklace   | official_alternate_costume   | shoulder_cutout   | long_sleeves   | magatama   | turtleneck   | alternate_costume   | clothing_cutout   | sword   | weapon   | oni_mask   | mask   | belt   | katana   | holding_sword   | holding_weapon   | very_long_hair   | grey_pants   | cowboy_shot   | cleavage   | ponytail   | choker   | black_choker   | bracelet   | black_dress   | dress   | sitting   | skin-covered_horns   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------|:--------------|:--------|:-------|:---------------|:---------|:---------|:--------------|:--------------------|:-------------|:-----------------|:--------|:-------------------|:-----------------|:--------------|:----------|:---------|:-----------------------|:-------------|:----------------------|:---------|:-------------|:-------------|:--------------------|:---------------|:------------|:------------------|:-------------------|:--------|:----------|:----------|:--------------------|:-----------|:-----------------------------|:------------------|:---------------|:-----------|:-------------|:--------------------|:------------------|:--------|:---------|:-----------|:-------|:-------|:---------|:----------------|:-----------------|:-----------------|:-------------|:--------------|:-----------|:-----------|:---------|:---------------|:-----------|:--------------|:--------|:----------|:---------------------|
|   0 |        29 | ![](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            |              |                     |                |             |                   |                    |         |           |           |                     |            |                              |                   |                |            |              |                     |                   |         |          |            |        |        |          |                 |                  |                  |              |               |            |            |          |                |            |               |         |           |                      |
|   1 |        22 | ![](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                  |         |           |           |                     |            |                              |                   |                |            |              |                     |                   |         |          |            |        |        |          |                 |                  |                  |              |               |            |            |          |                |            |               |         |           |                      |
|   2 |         6 | ![](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         |           |                     |            |                              |                   |                |            |              |                     |                   |         |          |            |        |        |          |                 |                  |                  |              |               |            |            |          |                |            |               |         |           |                      |
|   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                 | X              | X          | X            | X                   | X                 |         |          |            |        |        |          |                 |                  |                  |              |               |            |            |          |                |            |               |         |           |                      |
|   4 |        43 | ![](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        | 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          | 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 hoshiguma/ホシグマ/星熊 (Arknights)
========================================


This is the dataset of hoshiguma/ホシグマ/星熊 (Arknights), containing 500 images and their tags.


The core tags of this character are 'green\_hair, horns, single\_horn, long\_hair, oni\_horns, breasts, bangs, yellow\_eyes, hair\_between\_eyes, large\_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