
# Dataset of lwmmg/LWMMG/LWMMG (Girls' Frontline)

This is the dataset of lwmmg/LWMMG/LWMMG (Girls' Frontline), containing 64 images and their tags.

The core tags of this character are `long_hair, breasts, multicolored_hair, bangs, twintails, hair_ornament, grey_hair, blue_eyes, gradient_hair, hairclip, hair_between_eyes, medium_breasts, white_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              |       64 | 108.24 MiB | [Download](https://huggingface.co/datasets/CyberHarem/lwmmg_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       64 | 57.80 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/lwmmg_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      163 | 123.10 MiB | [Download](https://huggingface.co/datasets/CyberHarem/lwmmg_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       64 | 96.69 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/lwmmg_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      163 | 181.50 MiB | [Download](https://huggingface.co/datasets/CyberHarem/lwmmg_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/lwmmg_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 |        28 | ![](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, solo, white_shirt, headset, looking_at_viewer, short_shorts, red_jacket, white_background, midriff, belt, crop_top, navel, simple_background, black_gloves, closed_mouth, thigh_strap, black_choker, headphones, off_shoulder, standing, single_thighhigh, holding_gun, open_clothes |
|   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, bare_shoulders, braid, solo, cleavage, hair_bow, looking_at_viewer, aqua_eyes, closed_mouth, earrings, official_alternate_costume, aqua_bow, black_thighhighs, china_dress, holding, off_shoulder, open_jacket, gun, ponytail, ribbon, simple_background, standing                   |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | solo   | white_shirt   | headset   | looking_at_viewer   | short_shorts   | red_jacket   | white_background   | midriff   | belt   | crop_top   | navel   | simple_background   | black_gloves   | closed_mouth   | thigh_strap   | black_choker   | headphones   | off_shoulder   | standing   | single_thighhigh   | holding_gun   | open_clothes   | bare_shoulders   | braid   | cleavage   | hair_bow   | aqua_eyes   | earrings   | official_alternate_costume   | aqua_bow   | black_thighhighs   | china_dress   | holding   | open_jacket   | gun   | ponytail   | ribbon   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-------|:--------------|:----------|:--------------------|:---------------|:-------------|:-------------------|:----------|:-------|:-----------|:--------|:--------------------|:---------------|:---------------|:--------------|:---------------|:-------------|:---------------|:-----------|:-------------------|:--------------|:---------------|:-----------------|:--------|:-----------|:-----------|:------------|:-----------|:-----------------------------|:-----------|:-------------------|:--------------|:----------|:--------------|:------|:-----------|:---------|
|   0 |        28 | ![](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 |         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          | 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 lwmmg/LWMMG/LWMMG (Girls' Frontline)
===============================================


This is the dataset of lwmmg/LWMMG/LWMMG (Girls' Frontline), containing 64 images and their tags.


The core tags of this character are 'long\_hair, breasts, multicolored\_hair, bangs, twintails, hair\_ornament, grey\_hair, blue\_eyes, gradient\_hair, hairclip, hair\_between\_eyes, medium\_breasts, white\_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
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