
# Dataset of am_rfb/AmRFB/RFB (Girls' Frontline)

This is the dataset of am_rfb/AmRFB/RFB (Girls' Frontline), containing 338 images and their tags.

The core tags of this character are `long_hair, green_eyes, brown_hair, bangs, hair_bun, bow, double_bun, hair_bow, breasts, medium_breasts, ahoge, hair_between_eyes, green_bow`, 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              |      338 | 491.12 MiB | [Download](https://huggingface.co/datasets/CyberHarem/am_rfb_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      338 | 276.59 MiB | [Download](https://huggingface.co/datasets/CyberHarem/am_rfb_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      838 | 608.33 MiB | [Download](https://huggingface.co/datasets/CyberHarem/am_rfb_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      338 | 437.07 MiB | [Download](https://huggingface.co/datasets/CyberHarem/am_rfb_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      838 | 857.53 MiB | [Download](https://huggingface.co/datasets/CyberHarem/am_rfb_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/am_rfb_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 |         7 | ![](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, black_dress, black_footwear, blush, bullpup, camouflage_jacket, choker, dog_tags, fur_trim, looking_at_viewer, smile, solo, black_gloves, collarbone, fingerless_gloves, full_body, assault_rifle, white_background, mary_janes, off_shoulder, striped_socks, vertical_stripes, ankle_cuffs, asymmetrical_legwear, covered_navel, holding_gun, simple_background, sketch, teddy_bear, trigger_discipline                                                        |
|   1 |        10 | ![](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, assault_rifle, bullpup, camouflage_jacket, choker, collarbone, fur_trim, looking_at_viewer, solo, black_dress, blush, holding_gun, smile, cleavage, dog_tags, trigger_discipline, black_gloves, fingerless_gloves, character_name, socks, striped                                                                                                                                                                                                               |
|   2 |        11 | ![](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, black_dress, blush, camouflage_jacket, collarbone, looking_at_viewer, smile, solo, choker, bare_shoulders, cleavage, dog_tags, fur-trimmed_jacket, off_shoulder, closed_mouth, white_background, necklace                                                                                                                                                                                                                                                       |
|   3 |         6 | ![](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, bare_shoulders, blush, collarbone, fur-trimmed_jacket, looking_at_viewer, off_shoulder, solo, black_choker, cleavage, closed_mouth, simple_background, smile, upper_body, camouflage_jacket, white_background, black_dress, dog_tags, open_jacket                                                                                                                                                                                                               |
|   4 |         5 | ![](samples/4/clu4-sample0.png) | ![](samples/4/clu4-sample1.png) | ![](samples/4/clu4-sample2.png) | ![](samples/4/clu4-sample3.png) | ![](samples/4/clu4-sample4.png) | bare_shoulders, black_dress, black_gloves, blush, camouflage_jacket, choker, collarbone, dog_tags, fingerless_gloves, socks, white_background, 1girl, :d, asymmetrical_legwear, black_footwear, holding_handheld_game_console, looking_at_viewer, nintendo_switch, off_shoulder, open_mouth, solo, fur-trimmed_jacket, joy-con, knees_up, mary_janes, simple_background, sitting, vertical_stripes, character_name, convenient_leg, full_body, small_breasts, standing |
|   5 |        39 | ![](samples/5/clu5-sample0.png) | ![](samples/5/clu5-sample1.png) | ![](samples/5/clu5-sample2.png) | ![](samples/5/clu5-sample3.png) | ![](samples/5/clu5-sample4.png) | 1girl, solo, bare_shoulders, blush, looking_at_viewer, official_alternate_costume, red_dress, red_bow, smile, cleavage, christmas, collarbone, choker, black_pantyhose, open_coat, open_mouth, belt, holding, strapless_dress, red_footwear, duffel_coat, nintendo_switch, sidelocks, boots, closed_mouth, fur-trimmed_dress, off_shoulder                                                                                                                             |
|   6 |        11 | ![](samples/6/clu6-sample0.png) | ![](samples/6/clu6-sample1.png) | ![](samples/6/clu6-sample2.png) | ![](samples/6/clu6-sample3.png) | ![](samples/6/clu6-sample4.png) | 1girl, looking_at_viewer, outdoors, solo, blush, smile, cloud, day, blue_sky, dress, open_mouth, collarbone, black_bikini, cleavage, frills, navel                                                                                                                                                                                                                                                                                                                     |
|   7 |        14 | ![](samples/7/clu7-sample0.png) | ![](samples/7/clu7-sample1.png) | ![](samples/7/clu7-sample2.png) | ![](samples/7/clu7-sample3.png) | ![](samples/7/clu7-sample4.png) | 1girl, blush, looking_at_viewer, solo, floral_print, wide_sleeves, smile, long_sleeves, red_kimono, hakama_skirt, official_alternate_costume, purple_hakama, holding, obi, open_mouth, red_bow, closed_mouth, print_kimono                                                                                                                                                                                                                                             |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | black_dress   | black_footwear   | blush   | bullpup   | camouflage_jacket   | choker   | dog_tags   | fur_trim   | looking_at_viewer   | smile   | solo   | black_gloves   | collarbone   | fingerless_gloves   | full_body   | assault_rifle   | white_background   | mary_janes   | off_shoulder   | striped_socks   | vertical_stripes   | ankle_cuffs   | asymmetrical_legwear   | covered_navel   | holding_gun   | simple_background   | sketch   | teddy_bear   | trigger_discipline   | cleavage   | character_name   | socks   | striped   | bare_shoulders   | fur-trimmed_jacket   | closed_mouth   | necklace   | black_choker   | upper_body   | open_jacket   | :d   | holding_handheld_game_console   | nintendo_switch   | open_mouth   | joy-con   | knees_up   | sitting   | convenient_leg   | small_breasts   | standing   | official_alternate_costume   | red_dress   | red_bow   | christmas   | black_pantyhose   | open_coat   | belt   | holding   | strapless_dress   | red_footwear   | duffel_coat   | sidelocks   | boots   | fur-trimmed_dress   | outdoors   | cloud   | day   | blue_sky   | dress   | black_bikini   | frills   | navel   | floral_print   | wide_sleeves   | long_sleeves   | red_kimono   | hakama_skirt   | purple_hakama   | obi   | print_kimono   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------------|:-----------------|:--------|:----------|:--------------------|:---------|:-----------|:-----------|:--------------------|:--------|:-------|:---------------|:-------------|:--------------------|:------------|:----------------|:-------------------|:-------------|:---------------|:----------------|:-------------------|:--------------|:-----------------------|:----------------|:--------------|:--------------------|:---------|:-------------|:---------------------|:-----------|:-----------------|:--------|:----------|:-----------------|:---------------------|:---------------|:-----------|:---------------|:-------------|:--------------|:-----|:--------------------------------|:------------------|:-------------|:----------|:-----------|:----------|:-----------------|:----------------|:-----------|:-----------------------------|:------------|:----------|:------------|:------------------|:------------|:-------|:----------|:------------------|:---------------|:--------------|:------------|:--------|:--------------------|:-----------|:--------|:------|:-----------|:--------|:---------------|:---------|:--------|:---------------|:---------------|:---------------|:-------------|:---------------|:----------------|:------|:---------------|
|   0 |         7 | ![](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                    |            |                  |         |           |                  |                      |                |            |                |              |               |      |                                 |                   |              |           |            |           |                  |                 |            |                              |             |           |             |                   |             |        |           |                   |                |               |             |         |                     |            |         |       |            |         |                |          |         |                |                |                |              |                |                 |       |                |
|   1 |        10 | ![](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 |        11 | ![](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              | X          |                |              |               |      |                                 |                   |              |           |            |           |                  |                 |            |                              |             |           |             |                   |             |        |           |                   |                |               |             |         |                     |            |         |       |            |         |                |          |         |                |                |                |              |                |                 |       |                |
|   3 |         6 | ![](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             |      |                                 |                   |              |           |            |           |                  |                 |            |                              |             |           |             |                   |             |        |           |                   |                |               |             |         |                     |            |         |       |            |         |                |          |         |                |                |                |              |                |                 |       |                |
|   4 |         5 | ![](samples/4/clu4-sample0.png) | ![](samples/4/clu4-sample1.png) | ![](samples/4/clu4-sample2.png) | ![](samples/4/clu4-sample3.png) | ![](samples/4/clu4-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               | X          |                              |             |           |             |                   |             |        |           |                   |                |               |             |         |                     |            |         |       |            |         |                |          |         |                |                |                |              |                |                 |       |                |
|   5 |        39 | ![](samples/5/clu5-sample0.png) | ![](samples/5/clu5-sample1.png) | ![](samples/5/clu5-sample2.png) | ![](samples/5/clu5-sample3.png) | ![](samples/5/clu5-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                   |            |         |       |            |         |                |          |         |                |                |                |              |                |                 |       |                |
|   6 |        11 | ![](samples/6/clu6-sample0.png) | ![](samples/6/clu6-sample1.png) | ![](samples/6/clu6-sample2.png) | ![](samples/6/clu6-sample3.png) | ![](samples/6/clu6-sample4.png) | X       |               |                  | X       |           |                     |          |            |            | X                   | X       | X      |                | X            |                     |             |                 |                    |              |                |                 |                    |               |                        |                 |               |                     |          |              |                      | X          |                  |         |           |                  |                      |                |            |                |              |               |      |                                 |                   | X            |           |            |           |                  |                 |            |                              |             |           |             |                   |             |        |           |                   |                |               |             |         |                     | X          | X       | X     | X          | X       | X              | X        | X       |                |                |                |              |                |                 |       |                |
|   7 |        14 | ![](samples/7/clu7-sample0.png) | ![](samples/7/clu7-sample1.png) | ![](samples/7/clu7-sample2.png) | ![](samples/7/clu7-sample3.png) | ![](samples/7/clu7-sample4.png) | 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 am\_rfb/AmRFB/RFB (Girls' Frontline)
===============================================


This is the dataset of am\_rfb/AmRFB/RFB (Girls' Frontline), containing 338 images and their tags.


The core tags of this character are 'long\_hair, green\_eyes, brown\_hair, bangs, hair\_bun, bow, double\_bun, hair\_bow, breasts, medium\_breasts, ahoge, hair\_between\_eyes, green\_bow', 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