
# Dataset of betty/ベティ/贝蒂 (Neural Cloud)

This is the dataset of betty/ベティ/贝蒂 (Neural Cloud), containing 132 images and their tags.

The core tags of this character are `animal_ears, blonde_hair, cat_ears, blue_eyes, long_hair, twintails, hair_ornament, bangs, hair_between_eyes, tail, fang, hairclip, cat_tail, breasts, animal_ear_fluff`, 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              |      132 | 148.86 MiB | [Download](https://huggingface.co/datasets/CyberHarem/betty_neuralcloud/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      132 | 85.47 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/betty_neuralcloud/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      310 | 184.95 MiB | [Download](https://huggingface.co/datasets/CyberHarem/betty_neuralcloud/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      132 | 131.96 MiB | [Download](https://huggingface.co/datasets/CyberHarem/betty_neuralcloud/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      310 | 261.43 MiB | [Download](https://huggingface.co/datasets/CyberHarem/betty_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/betty_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 |        11 | ![](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, fingerless_gloves, headset, collared_shirt, holding_gun, open_mouth, suspender_shorts, white_shirt, black_shorts, sleeves_rolled_up, solo, submachine_gun, looking_at_viewer, short_shorts, knee_pads, striped_necktie, :d, blue_panties, blush, boots, character_name, cowboy_shot |
|   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, solo, fingerless_gloves, headset, looking_at_viewer, shorts, boots, knee_pads, necktie, suspenders, open_mouth, panties, :3, full_body, green_gloves, holding_gun, simple_background, sleeves_rolled_up, smile, submachine_gun, white_shirt                                         |
|   2 |         6 | ![](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, collared_shirt, headset, necktie, solo, white_shirt, looking_at_viewer, simple_background, white_background, suspenders, upper_body, :3, closed_mouth                                                                                                                               |
|   3 |        11 | ![](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, elbow_gloves, solo, black_dress, black_gloves, official_alternate_costume, open_mouth, smile, bare_shoulders, choker, small_breasts, collarbone, looking_at_viewer, strapless_dress, sunglasses, simple_background, thigh_strap, :3, gun, tail_ribbon, white_background             |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | fingerless_gloves   | headset   | collared_shirt   | holding_gun   | open_mouth   | suspender_shorts   | white_shirt   | black_shorts   | sleeves_rolled_up   | solo   | submachine_gun   | looking_at_viewer   | short_shorts   | knee_pads   | striped_necktie   | :d   | blue_panties   | blush   | boots   | character_name   | cowboy_shot   | shorts   | necktie   | suspenders   | panties   | :3   | full_body   | green_gloves   | simple_background   | smile   | white_background   | upper_body   | closed_mouth   | elbow_gloves   | black_dress   | black_gloves   | official_alternate_costume   | bare_shoulders   | choker   | small_breasts   | collarbone   | strapless_dress   | sunglasses   | thigh_strap   | gun   | tail_ribbon   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------------------|:----------|:-----------------|:--------------|:-------------|:-------------------|:--------------|:---------------|:--------------------|:-------|:-----------------|:--------------------|:---------------|:------------|:------------------|:-----|:---------------|:--------|:--------|:-----------------|:--------------|:---------|:----------|:-------------|:----------|:-----|:------------|:---------------|:--------------------|:--------|:-------------------|:-------------|:---------------|:---------------|:--------------|:---------------|:-----------------------------|:-----------------|:---------|:----------------|:-------------|:------------------|:-------------|:--------------|:------|:--------------|
|   0 |        11 | ![](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             |          |           |              |           |      |             |                |                     |         |                    |              |                |                |               |                |                              |                  |          |                 |              |                   |              |               |       |               |
|   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 |         6 | ![](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 |        11 | ![](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             |


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 betty/ベティ/贝蒂 (Neural Cloud)
======================================


This is the dataset of betty/ベティ/贝蒂 (Neural Cloud), containing 132 images and their tags.


The core tags of this character are 'animal\_ears, blonde\_hair, cat\_ears, blue\_eyes, long\_hair, twintails, hair\_ornament, bangs, hair\_between\_eyes, tail, fang, hairclip, cat\_tail, breasts, animal\_ear\_fluff', 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