
# Dataset of cliffheart/クリフハート/崖心 (Arknights)

This is the dataset of cliffheart/クリフハート/崖心 (Arknights), containing 117 images and their tags.

The core tags of this character are `animal_ears, leopard_ears, short_hair, bangs, hair_between_eyes, grey_hair, animal_ear_fluff, breasts, tail, leopard_tail, hat, white_headwear, grey_eyes, cabbie_hat, multicolored_hair, white_hair, medium_breasts, black_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              |      117 | 180.94 MiB | [Download](https://huggingface.co/datasets/CyberHarem/cliffheart_arknights/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      117 | 87.93 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/cliffheart_arknights/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      301 | 204.79 MiB | [Download](https://huggingface.co/datasets/CyberHarem/cliffheart_arknights/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      117 | 152.08 MiB | [Download](https://huggingface.co/datasets/CyberHarem/cliffheart_arknights/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      301 | 311.34 MiB | [Download](https://huggingface.co/datasets/CyberHarem/cliffheart_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/cliffheart_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 |        36 | ![](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, bandeau, bare_shoulders, black_shorts, looking_at_viewer, midriff, sleeveless, solo, navel, short_shorts, black_gloves, checkered_clothes, necklace, belt, simple_background, stomach, armband, collarbone, standing, cowboy_shot, tube_top, open_clothes, white_background, black_thighhighs, sidelocks, single_thighhigh, thighs, underbust, holding, streaked_hair, groin, jacket, small_breasts, open_mouth, :d, hand_up |
|   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, armband, bandeau, bare_shoulders, black_gloves, checkered_clothes, solo, upper_body, looking_at_viewer, midriff, necklace, tube_top, white_background, :d, adjusting_headwear, hand_up, navel, open_mouth, simple_background, bare_arms, hand_on_headwear, sleeveless_jacket, stomach                                                                                                                                        |
|   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, long_sleeves, solo, eyewear_on_head, holding, looking_at_viewer, sunglasses, :d, black_jacket, choker, open_jacket, open_mouth, criss-cross_halter, standing, thigh_strap, bag, black_footwear, full_body, outdoors, short_shorts, simple_background, sky, socks                                                                                                                                                             |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | bandeau   | bare_shoulders   | black_shorts   | looking_at_viewer   | midriff   | sleeveless   | solo   | navel   | short_shorts   | black_gloves   | checkered_clothes   | necklace   | belt   | simple_background   | stomach   | armband   | collarbone   | standing   | cowboy_shot   | tube_top   | open_clothes   | white_background   | black_thighhighs   | sidelocks   | single_thighhigh   | thighs   | underbust   | holding   | streaked_hair   | groin   | jacket   | small_breasts   | open_mouth   | :d   | hand_up   | upper_body   | adjusting_headwear   | bare_arms   | hand_on_headwear   | sleeveless_jacket   | long_sleeves   | eyewear_on_head   | sunglasses   | black_jacket   | choker   | open_jacket   | criss-cross_halter   | thigh_strap   | bag   | black_footwear   | full_body   | outdoors   | sky   | socks   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:----------|:-----------------|:---------------|:--------------------|:----------|:-------------|:-------|:--------|:---------------|:---------------|:--------------------|:-----------|:-------|:--------------------|:----------|:----------|:-------------|:-----------|:--------------|:-----------|:---------------|:-------------------|:-------------------|:------------|:-------------------|:---------|:------------|:----------|:----------------|:--------|:---------|:----------------|:-------------|:-----|:----------|:-------------|:---------------------|:------------|:-------------------|:--------------------|:---------------|:------------------|:-------------|:---------------|:---------|:--------------|:---------------------|:--------------|:------|:-----------------|:------------|:-----------|:------|:--------|
|   0 |        36 | ![](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       | 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                   |                |                   |              |                |          |               |                      |               |       |                  |             |            |       |         |
|   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       |


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 cliffheart/クリフハート/崖心 (Arknights)
===========================================


This is the dataset of cliffheart/クリフハート/崖心 (Arknights), containing 117 images and their tags.


The core tags of this character are 'animal\_ears, leopard\_ears, short\_hair, bangs, hair\_between\_eyes, grey\_hair, animal\_ear\_fluff, breasts, tail, leopard\_tail, hat, white\_headwear, grey\_eyes, cabbie\_hat, multicolored\_hair, white\_hair, medium\_breasts, black\_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