
# Dataset of rosa/ロサ/早露 (Arknights)

This is the dataset of rosa/ロサ/早露 (Arknights), containing 444 images and their tags.

The core tags of this character are `animal_ears, long_hair, bear_ears, white_hair, blue_eyes, heterochromia, streaked_hair, multicolored_hair, blue_hair, red_eyes, hat, very_long_hair, bangs, hair_between_eyes, breasts, blue_headwear, 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              |      444 | 874.26 MiB | [Download](https://huggingface.co/datasets/CyberHarem/rosa_arknights/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      444 | 399.75 MiB | [Download](https://huggingface.co/datasets/CyberHarem/rosa_arknights/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |     1139 | 892.06 MiB | [Download](https://huggingface.co/datasets/CyberHarem/rosa_arknights/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      444 | 727.00 MiB | [Download](https://huggingface.co/datasets/CyberHarem/rosa_arknights/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |     1139 | 1.39 GiB   | [Download](https://huggingface.co/datasets/CyberHarem/rosa_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/rosa_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 |        20 | ![](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, blue_necktie, solo, looking_at_viewer, upper_body, white_shirt, jacket, simple_background, pink_hair, smile, white_background, red_bow, coat                                                                                                                                                                           |
|   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, blue_nails, blue_necktie, blush, jacket, long_sleeves, looking_at_viewer, nail_polish, simple_background, solo, upper_body, white_background, white_shirt, buttons, hand_up, parted_lips, pink_hair, red_bow, wavy_hair, white_coat                                                                                    |
|   2 |        13 | ![](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_pantyhose, looking_at_viewer, solo, blue_necktie, long_sleeves, white_dress, pink_hair, simple_background, smile, white_background, cowboy_shot, bow, cape                                                                                                                                                       |
|   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_pantyhose, blue_necktie, jacket, long_sleeves, looking_at_viewer, red_bow, solo, coat, fur-trimmed_boots, pink_hair, white_background, white_footwear, simple_background, sitting, smile, full_body, pom_pom_(clothes)                                                                                           |
|   4 |        72 | ![](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, solo, white_dress, official_alternate_costume, red_headwear, bare_shoulders, elbow_gloves, white_gloves, detached_collar, cleavage, looking_at_viewer, white_collar, smile, upper_body, off-shoulder_dress, strapless_dress, necklace                                                                                  |
|   5 |        18 | ![](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, solo, bare_shoulders, cleavage, looking_at_viewer, navel, stomach, collarbone, smile, blush, grey_hair, simple_background, bare_arms, cowboy_shot, thighs, alternate_costume, standing, white_background, white_bikini, red_hair                                                                                       |
|   6 |         5 | ![](samples/6/clu6-sample0.png) | ![](samples/6/clu6-sample1.png) | ![](samples/6/clu6-sample2.png) | ![](samples/6/clu6-sample3.png) | ![](samples/6/clu6-sample4.png) | 1girl, completely_nude, nipples, sweat, 1boy, blush, cum_in_pussy, hetero, looking_at_viewer, navel, penis, sex, spread_legs, vaginal, censored, heart, simple_background, solo_focus, stomach, ahegao, barefoot, bear_girl, cowgirl_position, female_pubic_hair, open_mouth, pov, red_hair, toenail_polish, white_background |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | blue_necktie   | solo   | looking_at_viewer   | upper_body   | white_shirt   | jacket   | simple_background   | pink_hair   | smile   | white_background   | red_bow   | coat   | blue_nails   | blush   | long_sleeves   | nail_polish   | buttons   | hand_up   | parted_lips   | wavy_hair   | white_coat   | black_pantyhose   | white_dress   | cowboy_shot   | bow   | cape   | fur-trimmed_boots   | white_footwear   | sitting   | full_body   | pom_pom_(clothes)   | official_alternate_costume   | red_headwear   | bare_shoulders   | elbow_gloves   | white_gloves   | detached_collar   | cleavage   | white_collar   | off-shoulder_dress   | strapless_dress   | necklace   | navel   | stomach   | collarbone   | grey_hair   | bare_arms   | thighs   | alternate_costume   | standing   | white_bikini   | red_hair   | completely_nude   | nipples   | sweat   | 1boy   | cum_in_pussy   | hetero   | penis   | sex   | spread_legs   | vaginal   | censored   | heart   | solo_focus   | ahegao   | barefoot   | bear_girl   | cowgirl_position   | female_pubic_hair   | open_mouth   | pov   | toenail_polish   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:---------------|:-------|:--------------------|:-------------|:--------------|:---------|:--------------------|:------------|:--------|:-------------------|:----------|:-------|:-------------|:--------|:---------------|:--------------|:----------|:----------|:--------------|:------------|:-------------|:------------------|:--------------|:--------------|:------|:-------|:--------------------|:-----------------|:----------|:------------|:--------------------|:-----------------------------|:---------------|:-----------------|:---------------|:---------------|:------------------|:-----------|:---------------|:---------------------|:------------------|:-----------|:--------|:----------|:-------------|:------------|:------------|:---------|:--------------------|:-----------|:---------------|:-----------|:------------------|:----------|:--------|:-------|:---------------|:---------|:--------|:------|:--------------|:----------|:-----------|:--------|:-------------|:---------|:-----------|:------------|:-------------------|:--------------------|:-------------|:------|:-----------------|
|   0 |        20 | ![](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      |              |         |                |               |           |           |               |             |              |                   |               |               |       |        |                     |                  |           |             |                     |                              |                |                  |                |                |                   |            |                |                      |                   |            |         |           |              |             |             |          |                     |            |                |            |                   |           |         |        |                |          |         |       |               |           |            |         |              |          |            |             |                    |                     |              |       |                  |
|   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            |                   |               |               |       |        |                     |                  |           |             |                     |                              |                |                  |                |                |                   |            |                |                      |                   |            |         |           |              |             |             |          |                     |            |                |            |                   |           |         |        |                |          |         |       |               |           |            |         |              |          |            |             |                    |                     |              |       |                  |
|   2 |        13 | ![](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      |                     |                  |           |             |                     |                              |                |                  |                |                |                   |            |                |                      |                   |            |         |           |              |             |             |          |                     |            |                |            |                   |           |         |        |                |          |         |       |               |           |            |         |              |          |            |             |                    |                     |              |       |                  |
|   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                   |                              |                |                  |                |                |                   |            |                |                      |                   |            |         |           |              |             |             |          |                     |            |                |            |                   |           |         |        |                |          |         |       |               |           |            |         |              |          |            |             |                    |                     |              |       |                  |
|   4 |        72 | ![](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          |         |           |              |             |             |          |                     |            |                |            |                   |           |         |        |                |          |         |       |               |           |            |         |              |          |            |             |                    |                     |              |       |                  |
|   5 |        18 | ![](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              | X          |                   |           |         |        |                |          |         |       |               |           |            |         |              |          |            |             |                    |                     |              |       |                  |
|   6 |         5 | ![](samples/6/clu6-sample0.png) | ![](samples/6/clu6-sample1.png) | ![](samples/6/clu6-sample2.png) | ![](samples/6/clu6-sample3.png) | ![](samples/6/clu6-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                |


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 rosa/ロサ/早露 (Arknights)
=================================


This is the dataset of rosa/ロサ/早露 (Arknights), containing 444 images and their tags.


The core tags of this character are 'animal\_ears, long\_hair, bear\_ears, white\_hair, blue\_eyes, heterochromia, streaked\_hair, multicolored\_hair, blue\_hair, red\_eyes, hat, very\_long\_hair, bangs, hair\_between\_eyes, breasts, blue\_headwear, 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