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---
license: mit
task_categories:
- text-to-image
tags:
- art
- not-for-all-audiences
size_categories:
- n<1K
---

# Dataset of shamare/シャマレ/巫恋 (Arknights)

This is the dataset of shamare/シャマレ/巫恋 (Arknights), containing 300 images and their tags.

The core tags of this character are `animal_ears, animal_ear_fluff, fox_ears, twintails, pink_hair, fox_girl, tail, fox_tail, hair_between_eyes, hair_ornament, pink_eyes, symbol-shaped_pupils`, 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              |      300 | 531.16 MiB | [Download](https://huggingface.co/datasets/CyberHarem/shamare_arknights/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 1200             |      300 | 444.75 MiB | [Download](https://huggingface.co/datasets/CyberHarem/shamare_arknights/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      750 | 916.58 MiB | [Download](https://huggingface.co/datasets/CyberHarem/shamare_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/shamare_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 |         5 | ![](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, closed_mouth, looking_at_viewer, simple_background, solo, upper_body, white_background, white_shirt, collared_shirt, diamond-shaped_pupils, id_card, stuffed_animal                                                                                                                                                                 |
|   1 |         8 | ![](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, collared_shirt, holding_stuffed_toy, long_sleeves, looking_at_viewer, solo, stuffed_animal, white_shirt, closed_mouth, upper_body, simple_background, white_background, collarbone, heart-shaped_pupils, blush, dress, hugging_object, knife, purple_hair, red_eyes, short_hair, v-shaped_eyebrows                                  |
|   2 |        19 | ![](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, long_sleeves, looking_at_viewer, solo, white_shirt, closed_mouth, dress, simple_background, white_pantyhose, stuffed_animal, white_background, holding_stuffed_toy, cowboy_shot                                                                                                                                                     |
|   3 |         5 | ![](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_footwear, collared_shirt, dress, full_body, long_sleeves, solo, stuffed_animal, white_shirt, bow, burnt_clothes, closed_mouth, high_heels, holding_stuffed_toy, looking_at_viewer, simple_background, standing, white_background, white_pantyhose, frills, holding_book, knife, open_book, puffy_sleeves, shoes, torn_clothes |
|   4 |        12 | ![](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) | black_dress, black_headwear, official_alternate_costume, 1girl, purple_hair, solo, closed_mouth, looking_at_viewer, purple_eyes, bow, holding_book, mini_hat, butterfly, open_book, puffy_sleeves, skull_hair_ornament                                                                                                                     |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | closed_mouth   | looking_at_viewer   | simple_background   | solo   | upper_body   | white_background   | white_shirt   | collared_shirt   | diamond-shaped_pupils   | id_card   | stuffed_animal   | holding_stuffed_toy   | long_sleeves   | collarbone   | heart-shaped_pupils   | blush   | dress   | hugging_object   | knife   | purple_hair   | red_eyes   | short_hair   | v-shaped_eyebrows   | white_pantyhose   | cowboy_shot   | black_footwear   | full_body   | bow   | burnt_clothes   | high_heels   | standing   | frills   | holding_book   | open_book   | puffy_sleeves   | shoes   | torn_clothes   | black_dress   | black_headwear   | official_alternate_costume   | purple_eyes   | mini_hat   | butterfly   | skull_hair_ornament   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:---------------|:--------------------|:--------------------|:-------|:-------------|:-------------------|:--------------|:-----------------|:------------------------|:----------|:-----------------|:----------------------|:---------------|:-------------|:----------------------|:--------|:--------|:-----------------|:--------|:--------------|:-----------|:-------------|:--------------------|:------------------|:--------------|:-----------------|:------------|:------|:----------------|:-------------|:-----------|:---------|:---------------|:------------|:----------------|:--------|:---------------|:--------------|:-----------------|:-----------------------------|:--------------|:-----------|:------------|:----------------------|
|   0 |         5 | ![](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                |                       |                |              |                       |         |         |                  |         |               |            |              |                     |                   |               |                  |             |       |                 |              |            |          |                |             |                 |         |                |               |                  |                              |               |            |             |                       |
|   1 |         8 | ![](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                   |                   |               |                  |             |       |                 |              |            |          |                |             |                 |         |                |               |                  |                              |               |            |             |                       |
|   2 |        19 | ![](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             |                  |             |       |                 |              |            |          |                |             |                 |         |                |               |                  |                              |               |            |             |                       |
|   3 |         5 | ![](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              | X           | X               | X       | X              |               |                  |                              |               |            |             |                       |
|   4 |        12 | ![](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                     |