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Dataset of kolulu (Granblue Fantasy)

This is the dataset of kolulu (Granblue Fantasy), containing 45 images and their tags.

The core tags of this character are green_hair, hair_over_one_eye, long_hair, dark_skin, dark-skinned_female, green_eyes, hat, breasts, 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 45 75.18 MiB Download Waifuc-Raw Raw data with meta information (min edge aligned to 1400 if larger).
800 45 39.40 MiB Download IMG+TXT dataset with the shorter side not exceeding 800 pixels.
stage3-p480-800 111 86.65 MiB Download IMG+TXT 3-stage cropped dataset with the area not less than 480x480 pixels.
1200 45 64.37 MiB Download IMG+TXT dataset with the shorter side not exceeding 1200 pixels.
stage3-p480-1200 111 130.07 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/kolulu_granbluefantasy',
    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 17 1girl, solo, navel, hat_flower, outdoors, beach, looking_at_viewer, open_mouth, smile, white_bikini, blush, holding, ocean, sky, day, food
1 7 1girl, bandaged_leg, solo, looking_at_viewer, navel, cloak, holding, staff, closed_mouth, skirt

Table Version

# Samples Img-1 Img-2 Img-3 Img-4 Img-5 1girl solo navel hat_flower outdoors beach looking_at_viewer open_mouth smile white_bikini blush holding ocean sky day food bandaged_leg cloak staff closed_mouth skirt
0 17 X X X X X X X X X X X X X X X X
1 7 X X X X X X X X X X
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Models trained or fine-tuned on CyberHarem/kolulu_granbluefantasy