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Dataset of Sora/ソラ (Beast Tamer)

This is the dataset of Sora/ソラ (Beast Tamer), containing 359 images and their tags.

The core tags of this character are blonde_hair, hair_ornament, blue_eyes, hair_flower, ponytail, 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

Name Images Size Download Type Description Images-others Images-head
raw 359 269.69 MiB Download Waifuc-Raw Raw data with meta information (min edge aligned to 1400 if larger). -- --
stage3-p480-1200 694 470.60 MiB Download IMG+TXT 3-stage cropped dataset with the area not less than 480x480 pixels. 265 429

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/sora_beasttamer',
    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 8 2girls, bare_shoulders, collarbone, open_mouth, red_hair, white_background, :d, blue_flower, white_dress, head_out_of_frame, braid
1 16 1girl, bare_shoulders, closed_mouth, collarbone, solo, upper_body, looking_at_viewer, blue_flower, blush, white_dress, smile
2 7 1girl, bare_shoulders, collarbone, looking_at_viewer, open_mouth, solo, blue_flower, blush, upper_body, medium_hair, rose, white_dress
3 6 1girl, bare_shoulders, braid, collarbone, open_mouth, solo, upper_body, blue_flower, blush, dress, rose, sweatdrop
4 9 1girl, :d, bare_shoulders, collarbone, open_mouth, solo, upper_body, white_dress, braid, looking_at_viewer, blue_rose, off_shoulder
5 5 1girl, blue_rose, collarbone, solo, white_dress, magic_circle, bare_shoulders, closed_mouth, wings
6 5 1boy, 1girl, bare_shoulders, blue_flower, collarbone, solo_focus, closed_mouth, looking_at_viewer, rose, white_dress, indoors, white_shirt
7 8 1girl, closed_eyes, flower, head_only, open_mouth, outdoors, tree, solo, streaming_tears, 1boy, :<, braid, fingerless_gloves, frown, hug, sad

Table Version

# Samples Img-1 Img-2 Img-3 Img-4 Img-5 2girls bare_shoulders collarbone open_mouth red_hair white_background :d blue_flower white_dress head_out_of_frame braid 1girl closed_mouth solo upper_body looking_at_viewer blush smile medium_hair rose dress sweatdrop blue_rose off_shoulder magic_circle wings 1boy solo_focus indoors white_shirt closed_eyes flower head_only outdoors tree streaming_tears :< fingerless_gloves frown hug sad
0 8 X X X X X X X X X X X
1 16 X X X X X X X X X X X
2 7 X X X X X X X X X X X X
3 6 X X X X X X X X X X X X
4 9 X X X X X X X X X X X X
5 5 X X X X X X X X X
6 5 X X X X X X X X X X X X
7 8 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/sora_beasttamer