
# Dataset of vee/ヴィー/薇 (Neural Cloud)

This is the dataset of vee/ヴィー/薇 (Neural Cloud), containing 24 images and their tags.

The core tags of this character are `black_hair, breasts, eyewear_on_head, multicolored_hair, streaked_hair, pink_hair, sunglasses, bangs, blue_eyes, heterochromia, large_breasts, purple_eyes, long_hair, hair_bun, ahoge, tinted_eyewear`, 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              |       24 | 34.14 MiB | [Download](https://huggingface.co/datasets/CyberHarem/vee_neuralcloud/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       24 | 18.75 MiB | [Download](https://huggingface.co/datasets/CyberHarem/vee_neuralcloud/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |       69 | 46.38 MiB | [Download](https://huggingface.co/datasets/CyberHarem/vee_neuralcloud/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       24 | 29.96 MiB | [Download](https://huggingface.co/datasets/CyberHarem/vee_neuralcloud/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |       69 | 64.55 MiB | [Download](https://huggingface.co/datasets/CyberHarem/vee_neuralcloud/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/vee_neuralcloud',
    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, looking_at_viewer, solo, cleavage, jacket, bandaged_arm, holding, mole, smile, bandaged_leg, blush, braid, simple_background, stuffed_animal, stuffed_bunny, white_background, white_dress, :q, belt, mask, short_dress, single_hair_bun, thighs          |
|   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, looking_at_viewer, smile, solo, bare_shoulders, cleavage, red_dress, hair_ornament, pink_eyes, sleeveless, virtual_youtuber, braid, hair_ribbon, open_mouth, pink_background, red_ribbon, round_eyewear, santa_dress, simple_background, white_background |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | looking_at_viewer   | solo   | cleavage   | jacket   | bandaged_arm   | holding   | mole   | smile   | bandaged_leg   | blush   | braid   | simple_background   | stuffed_animal   | stuffed_bunny   | white_background   | white_dress   | :q   | belt   | mask   | short_dress   | single_hair_bun   | thighs   | bare_shoulders   | red_dress   | hair_ornament   | pink_eyes   | sleeveless   | virtual_youtuber   | hair_ribbon   | open_mouth   | pink_background   | red_ribbon   | round_eyewear   | santa_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        |                  |             |                 |             |              |                    |               |              |                   |              |                 |               |
|   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             |


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 vee/ヴィー/薇 (Neural Cloud)
===================================


This is the dataset of vee/ヴィー/薇 (Neural Cloud), containing 24 images and their tags.


The core tags of this character are 'black\_hair, breasts, eyewear\_on\_head, multicolored\_hair, streaked\_hair, pink\_hair, sunglasses, bangs, blue\_eyes, heterochromia, large\_breasts, purple\_eyes, long\_hair, hair\_bun, ahoge, tinted\_eyewear', 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
passage: 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