
# Dataset of fiammetta/フィアメッタ/菲亚梅塔 (Arknights)

This is the dataset of fiammetta/フィアメッタ/菲亚梅塔 (Arknights), containing 430 images and their tags.

The core tags of this character are `red_hair, short_hair, red_eyes, animal_ears, breasts, bird_ears, hair_between_eyes, feather_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              |      430 | 847.47 MiB | [Download](https://huggingface.co/datasets/CyberHarem/fiammetta_arknights/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      430 | 404.15 MiB | [Download](https://huggingface.co/datasets/CyberHarem/fiammetta_arknights/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |     1078 | 883.91 MiB | [Download](https://huggingface.co/datasets/CyberHarem/fiammetta_arknights/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      430 | 709.41 MiB | [Download](https://huggingface.co/datasets/CyberHarem/fiammetta_arknights/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |     1078 | 1.34 GiB   | [Download](https://huggingface.co/datasets/CyberHarem/fiammetta_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/fiammetta_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 |        15 | ![](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, black_footwear, black_jacket, black_skirt, collared_shirt, holding_gun, open_jacket, solo, white_shirt, red_necktie, standing, black_gloves, full_body, looking_at_viewer, bird_tail, high-waist_skirt, fire, knee_boots, thigh_strap, off_shoulder                                            |
|   1 |         7 | ![](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_jacket, black_skirt, holding_gun, looking_at_viewer, open_jacket, red_necktie, simple_background, solo, white_background, white_shirt, bird_tail, collared_shirt, high-waist_skirt, cowboy_shot, thigh_strap, off_shoulder, dual_wielding, frilled_skirt, id_card          |
|   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, black_gloves, black_jacket, black_skirt, collared_shirt, holding_gun, open_jacket, red_necktie, solo, white_shirt, high-waist_skirt, looking_at_viewer, cowboy_shot, fire, closed_mouth, id_card, long_sleeves, off_shoulder                                                                   |
|   3 |        28 | ![](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_jacket, collared_shirt, solo, white_shirt, open_jacket, red_necktie, upper_body, looking_at_viewer, closed_mouth, simple_background, white_background                                                                                                                                    |
|   4 |         9 | ![](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, jacket, solo, black_gloves, looking_at_viewer, midriff, shirt, alternate_costume, crop_top, fingerless_gloves, navel, necklace, open_clothes, bangs, black_pants, hat, long_sleeves, simple_background, tail, bare_shoulders, tube_top, white_headwear, cowboy_shot, stomach, white_background |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | black_footwear   | black_jacket   | black_skirt   | collared_shirt   | holding_gun   | open_jacket   | solo   | white_shirt   | red_necktie   | standing   | black_gloves   | full_body   | looking_at_viewer   | bird_tail   | high-waist_skirt   | fire   | knee_boots   | thigh_strap   | off_shoulder   | simple_background   | white_background   | cowboy_shot   | dual_wielding   | frilled_skirt   | id_card   | closed_mouth   | long_sleeves   | upper_body   | jacket   | midriff   | shirt   | alternate_costume   | crop_top   | fingerless_gloves   | navel   | necklace   | open_clothes   | bangs   | black_pants   | hat   | tail   | bare_shoulders   | tube_top   | white_headwear   | stomach   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-----------------|:---------------|:--------------|:-----------------|:--------------|:--------------|:-------|:--------------|:--------------|:-----------|:---------------|:------------|:--------------------|:------------|:-------------------|:-------|:-------------|:--------------|:---------------|:--------------------|:-------------------|:--------------|:----------------|:----------------|:----------|:---------------|:---------------|:-------------|:---------|:----------|:--------|:--------------------|:-----------|:--------------------|:--------|:-----------|:---------------|:--------|:--------------|:------|:-------|:-----------------|:-----------|:-----------------|:----------|
|   0 |        15 | ![](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              |                     |                    |               |                 |                 |           |                |                |              |          |           |         |                     |            |                     |         |            |                |         |               |       |        |                  |            |                  |           |
|   1 |         7 | ![](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         |                |                |              |          |           |         |                     |            |                     |         |            |                |         |               |       |        |                  |            |                  |           |
|   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              |              |          |           |         |                     |            |                     |         |            |                |         |               |       |        |                  |            |                  |           |
|   3 |        28 | ![](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            |          |           |         |                     |            |                     |         |            |                |         |               |       |        |                  |            |                  |           |
|   4 |         9 | ![](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         |


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 fiammetta/フィアメッタ/菲亚梅塔 (Arknights)
============================================


This is the dataset of fiammetta/フィアメッタ/菲亚梅塔 (Arknights), containing 430 images and their tags.


The core tags of this character are 'red\_hair, short\_hair, red\_eyes, animal\_ears, breasts, bird\_ears, hair\_between\_eyes, feather\_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