
# Dataset of mulberry/マルベリー/桑葚 (Arknights)

This is the dataset of mulberry/マルベリー/桑葚 (Arknights), containing 130 images and their tags.

The core tags of this character are `grey_hair, long_hair, blue_eyes, bangs, goggles_on_head, very_long_hair, breasts, hair_between_eyes`, 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              |      130 | 247.78 MiB | [Download](https://huggingface.co/datasets/CyberHarem/mulberry_arknights/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      130 | 108.48 MiB | [Download](https://huggingface.co/datasets/CyberHarem/mulberry_arknights/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      337 | 248.32 MiB | [Download](https://huggingface.co/datasets/CyberHarem/mulberry_arknights/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      130 | 201.89 MiB | [Download](https://huggingface.co/datasets/CyberHarem/mulberry_arknights/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      337 | 397.29 MiB | [Download](https://huggingface.co/datasets/CyberHarem/mulberry_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/mulberry_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 |         8 | ![](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, bead_bracelet, black_cape, black_gloves, feather_hair, goggles, hood_up, hooded_cape, looking_at_viewer, solo, fingerless_gloves, simple_background, white_background, hands_up, id_card, short_hair, smile, upper_body, white_shirt, medium_breasts, pouch, closed_mouth, cowboy_shot, dress |
|   1 |        10 | ![](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, bun_cover, double_bun, official_alternate_costume, solo, closed_mouth, looking_at_viewer, dress, purple_eyes, green_gloves, upper_body, long_sleeves, bead_bracelet, holding, simple_background, white_background, hand_up, white_hair                                                        |
|   2 |        18 | ![](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, solo, long_sleeves, looking_at_viewer, white_hair, flower, parted_lips, sleeves_past_wrists, blue_ribbon, moon, white_dress                                                                                                                                                                   |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | bead_bracelet   | black_cape   | black_gloves   | feather_hair   | goggles   | hood_up   | hooded_cape   | looking_at_viewer   | solo   | fingerless_gloves   | simple_background   | white_background   | hands_up   | id_card   | short_hair   | smile   | upper_body   | white_shirt   | medium_breasts   | pouch   | closed_mouth   | cowboy_shot   | dress   | bun_cover   | double_bun   | official_alternate_costume   | purple_eyes   | green_gloves   | long_sleeves   | holding   | hand_up   | white_hair   | flower   | parted_lips   | sleeves_past_wrists   | blue_ribbon   | moon   | white_dress   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:----------------|:-------------|:---------------|:---------------|:----------|:----------|:--------------|:--------------------|:-------|:--------------------|:--------------------|:-------------------|:-----------|:----------|:-------------|:--------|:-------------|:--------------|:-----------------|:--------|:---------------|:--------------|:--------|:------------|:-------------|:-----------------------------|:--------------|:---------------|:---------------|:----------|:----------|:-------------|:---------|:--------------|:----------------------|:--------------|:-------|:--------------|
|   0 |         8 | ![](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       |             |              |                              |               |                |                |           |           |              |          |               |                       |               |        |               |
|   1 |        10 | ![](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            |          |               |                       |               |        |               |
|   2 |        18 | ![](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             |


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 mulberry/マルベリー/桑葚 (Arknights)
========================================


This is the dataset of mulberry/マルベリー/桑葚 (Arknights), containing 130 images and their tags.


The core tags of this character are 'grey\_hair, long\_hair, blue\_eyes, bangs, goggles\_on\_head, very\_long\_hair, breasts, hair\_between\_eyes', 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