
# Dataset of rmb_93/RMB-93/RMB-93 (Girls' Frontline)

This is the dataset of rmb_93/RMB-93/RMB-93 (Girls' Frontline), containing 23 images and their tags.

The core tags of this character are `breasts, short_hair, red_eyes, white_hair, large_breasts, bangs, earrings, hair_between_eyes`, 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              |       23 | 25.87 MiB | [Download](https://huggingface.co/datasets/CyberHarem/rmb_93_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       23 | 15.37 MiB | [Download](https://huggingface.co/datasets/CyberHarem/rmb_93_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |       50 | 29.04 MiB | [Download](https://huggingface.co/datasets/CyberHarem/rmb_93_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       23 | 22.79 MiB | [Download](https://huggingface.co/datasets/CyberHarem/rmb_93_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |       50 | 38.52 MiB | [Download](https://huggingface.co/datasets/CyberHarem/rmb_93_girlsfrontline/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/rmb_93_girlsfrontline',
    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 |        10 | ![](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, bare_shoulders, looking_at_viewer, solo, jewelry, smile, white_dress, white_thighhighs, medium_breasts, choker, closed_mouth, collarbone, full_body, garter_straps, high_heels, official_alternate_costume, white_background, blush, elbow_gloves, holding_gun, shotgun, simple_background, wedding_dress, white_gloves, blue_dress, cleavage_cutout, flower, layered_dress, long_sleeves, o-ring, off-shoulder_dress, strapless_dress |
|   1 |         9 | ![](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, ribbed_sweater, solo, bare_shoulders, smile, turtleneck, off_shoulder, simple_background, sleeveless, boots, gun, star_(symbol), sweater_dress, white_background, black_thighhighs, fur-trimmed_jacket, garter_straps, holding, necklace, white_thighhighs                                                                                                                                                          |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | bare_shoulders   | looking_at_viewer   | solo   | jewelry   | smile   | white_dress   | white_thighhighs   | medium_breasts   | choker   | closed_mouth   | collarbone   | full_body   | garter_straps   | high_heels   | official_alternate_costume   | white_background   | blush   | elbow_gloves   | holding_gun   | shotgun   | simple_background   | wedding_dress   | white_gloves   | blue_dress   | cleavage_cutout   | flower   | layered_dress   | long_sleeves   | o-ring   | off-shoulder_dress   | strapless_dress   | ribbed_sweater   | turtleneck   | off_shoulder   | sleeveless   | boots   | gun   | star_(symbol)   | sweater_dress   | black_thighhighs   | fur-trimmed_jacket   | holding   | necklace   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-----------------|:--------------------|:-------|:----------|:--------|:--------------|:-------------------|:-----------------|:---------|:---------------|:-------------|:------------|:----------------|:-------------|:-----------------------------|:-------------------|:--------|:---------------|:--------------|:----------|:--------------------|:----------------|:---------------|:-------------|:------------------|:---------|:----------------|:---------------|:---------|:---------------------|:------------------|:-----------------|:-------------|:---------------|:-------------|:--------|:------|:----------------|:----------------|:-------------------|:---------------------|:----------|:-----------|
|   0 |        10 | ![](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                 |                  |              |                |              |         |       |                 |                 |                    |                      |           |            |
|   1 |         9 | ![](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          |


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 rmb\_93/RMB-93/RMB-93 (Girls' Frontline)
===================================================


This is the dataset of rmb\_93/RMB-93/RMB-93 (Girls' Frontline), containing 23 images and their tags.


The core tags of this character are 'breasts, short\_hair, red\_eyes, white\_hair, large\_breasts, bangs, earrings, hair\_between\_eyes', 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