
# Dataset of ntw_20/NTW-20/NTW-20 (Girls' Frontline)

This is the dataset of ntw_20/NTW-20/NTW-20 (Girls' Frontline), containing 155 images and their tags.

The core tags of this character are `long_hair, pink_hair, pink_eyes, bangs, breasts, very_long_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              |      155 | 190.44 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ntw_20_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      155 | 113.48 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ntw_20_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      365 | 236.88 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ntw_20_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      155 | 170.35 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ntw_20_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      365 | 328.01 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ntw_20_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/ntw_20_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 |        40 | ![](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, maid_headdress, official_alternate_costume, solo, looking_at_viewer, ponytail, black_ribbon, juliet_sleeves, neck_ribbon, holding, frills, blush, simple_background, closed_mouth, teacup, white_background, medium_breasts, maid_apron, large_breasts                           |
|   1 |        36 | ![](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, black_gloves, black_skirt, looking_at_viewer, pleated_skirt, shirt, simple_background, white_background, closed_mouth, black_pantyhose, black_serafuku, sailor_collar, garrison_cap, pink_headwear, anti-materiel_rifle, holding_gun, blue_neckerchief, blush, headset     |
|   2 |         5 | ![](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, camouflage, looking_at_viewer, solo, black_gloves, cloak, anti-materiel_rifle, simple_background, thighhighs, white_background, black_leotard, cape, holding_gun, knee_pads, scope, standing                                                                                     |
|   3 |        19 | ![](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) | official_alternate_costume, striped_bikini, 1girl, cleavage, looking_at_viewer, eyewear_on_head, solo, sunglasses, collarbone, navel, blue_bikini, hair_flower, large_breasts, sarong, front-tie_top, medium_breasts, simple_background, white_background, blush, holding, sniper_rifle |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | maid_headdress   | official_alternate_costume   | solo   | looking_at_viewer   | ponytail   | black_ribbon   | juliet_sleeves   | neck_ribbon   | holding   | frills   | blush   | simple_background   | closed_mouth   | teacup   | white_background   | medium_breasts   | maid_apron   | large_breasts   | black_gloves   | black_skirt   | pleated_skirt   | shirt   | black_pantyhose   | black_serafuku   | sailor_collar   | garrison_cap   | pink_headwear   | anti-materiel_rifle   | holding_gun   | blue_neckerchief   | headset   | camouflage   | cloak   | thighhighs   | black_leotard   | cape   | knee_pads   | scope   | standing   | striped_bikini   | cleavage   | eyewear_on_head   | sunglasses   | collarbone   | navel   | blue_bikini   | hair_flower   | sarong   | front-tie_top   | sniper_rifle   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-----------------|:-----------------------------|:-------|:--------------------|:-----------|:---------------|:-----------------|:--------------|:----------|:---------|:--------|:--------------------|:---------------|:---------|:-------------------|:-----------------|:-------------|:----------------|:---------------|:--------------|:----------------|:--------|:------------------|:-----------------|:----------------|:---------------|:----------------|:----------------------|:--------------|:-------------------|:----------|:-------------|:--------|:-------------|:----------------|:-------|:------------|:--------|:-----------|:-----------------|:-----------|:------------------|:-------------|:-------------|:--------|:--------------|:--------------|:---------|:----------------|:---------------|
|   0 |        40 | ![](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               |                |               |                 |         |                   |                  |                 |                |                 |                       |               |                    |           |              |         |              |                 |        |             |         |            |                  |            |                   |              |              |         |               |               |          |                 |                |
|   1 |        36 | ![](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 |         5 | ![](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           | X       | X          |                  |            |                   |              |              |         |               |               |          |                 |                |
|   3 |        19 | ![](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 ntw\_20/NTW-20/NTW-20 (Girls' Frontline)
===================================================


This is the dataset of ntw\_20/NTW-20/NTW-20 (Girls' Frontline), containing 155 images and their tags.


The core tags of this character are 'long\_hair, pink\_hair, pink\_eyes, bangs, breasts, very\_long\_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