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Dataset of pps_43/PPS-43/PPS-43 (Girls' Frontline)

This is the dataset of pps_43/PPS-43/PPS-43 (Girls' Frontline), containing 25 images and their tags.

The core tags of this character are bangs, hair_ornament, pink_hair, braid, hat, long_hair, hairclip, red_eyes, very_long_hair, single_braid, pink_eyes, black_headwear, animal_ears, hair_between_eyes, thick_eyebrows, 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

Name Images Size Download Type Description
raw 25 24.59 MiB Download Waifuc-Raw Raw data with meta information (min edge aligned to 1400 if larger).
800 25 13.98 MiB Download IMG+TXT dataset with the shorter side not exceeding 800 pixels.
stage3-p480-800 61 32.00 MiB Download IMG+TXT 3-stage cropped dataset with the area not less than 480x480 pixels.
1200 25 21.63 MiB Download IMG+TXT dataset with the shorter side not exceeding 1200 pixels.
stage3-p480-1200 61 44.44 MiB Download 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 loading. If you need this, just run the following code

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/pps_43_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 25 1girl, long_sleeves, simple_background, solo, striped_shirt, looking_at_viewer, white_background, pleated_skirt, russian_text, blush, jacket, closed_mouth, white_sailor_collar, holding, white_gloves, white_skirt, white_thighhighs, gun, open_mouth

Table Version

# Samples Img-1 Img-2 Img-3 Img-4 Img-5 1girl long_sleeves simple_background solo striped_shirt looking_at_viewer white_background pleated_skirt russian_text blush jacket closed_mouth white_sailor_collar holding white_gloves white_skirt white_thighhighs gun open_mouth
0 25 X X X X X X X X X X X X X X X X X X X
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Models trained or fine-tuned on CyberHarem/pps_43_girlsfrontline