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art
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Dataset of pramanix/プラマニクス/初雪 (Arknights)

This is the dataset of pramanix/プラマニクス/初雪 (Arknights), containing 500 images and their tags.

The core tags of this character are animal_ears, leopard_ears, long_hair, animal_ear_fluff, braid, grey_eyes, twin_braids, grey_hair, leopard_tail, tail, white_hair, very_long_hair, side_braids, hair_between_eyes, leopard_girl, 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 500 923.64 MiB Download Waifuc-Raw Raw data with meta information (min edge aligned to 1400 if larger).
800 500 447.93 MiB Download IMG+TXT dataset with the shorter side not exceeding 800 pixels.
stage3-p480-800 1245 989.23 MiB Download IMG+TXT 3-stage cropped dataset with the area not less than 480x480 pixels.
1200 500 778.28 MiB Download IMG+TXT dataset with the shorter side not exceeding 1200 pixels.
stage3-p480-1200 1245 1.49 GiB 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/pramanix_arknights',
    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 10 1girl, bead_necklace, black_cape, cowboy_shot, holding_bell, looking_at_viewer, solo, turtleneck_dress, grey_thighhighs, white_dress, breasts, long_sleeves, blush, head_chain, simple_background, black_belt, pelvic_curtain, pouch, white_background
1 5 1girl, bead_necklace, black_cape, circlet, cowboy_shot, grey_thighhighs, looking_at_viewer, parted_lips, solo, turtleneck_dress, white_dress, belt_pouch, black_belt, head_chain, holding_bell, pelvic_curtain, capelet, medium_breasts, blush, large_breasts, standing
2 5 1girl, bead_necklace, black_belt, black_cape, black_footwear, head_chain, looking_at_viewer, simple_background, solo, standing, turtleneck_dress, white_dress, full_body, fur-trimmed_boots, grey_thighhighs, pelvic_curtain, blush, holding_bell, knee_boots, long_sleeves, white_background, grey_background, medium_breasts, parted_lips
3 5 1girl, bead_necklace, holding_bell, looking_at_viewer, solo, upper_body, parted_lips, turtleneck_dress, white_dress, cape, head_chain, snowing
4 15 1girl, bead_necklace, looking_at_viewer, solo, turtleneck, upper_body, simple_background, white_background, blush
5 6 1girl, black_gloves, blue_headwear, hat, long_sleeves, looking_at_viewer, official_alternate_costume, solo, bell, black_capelet, dress, necklace, cowboy_shot, fur-trimmed_capelet, smile, snow
6 5 1girl, black_capelet, black_gloves, blue_headwear, hat, long_sleeves, looking_at_viewer, official_alternate_costume, solo, bell, black_skirt, fur-trimmed_capelet, handbag, jewelry, blue_jacket, closed_mouth, cowboy_shot, dress, bare_tree, smile

Table Version

# Samples Img-1 Img-2 Img-3 Img-4 Img-5 1girl bead_necklace black_cape cowboy_shot holding_bell looking_at_viewer solo turtleneck_dress grey_thighhighs white_dress breasts long_sleeves blush head_chain simple_background black_belt pelvic_curtain pouch white_background circlet parted_lips belt_pouch capelet medium_breasts large_breasts standing black_footwear full_body fur-trimmed_boots knee_boots grey_background upper_body cape snowing turtleneck black_gloves blue_headwear hat official_alternate_costume bell black_capelet dress necklace fur-trimmed_capelet smile snow black_skirt handbag jewelry blue_jacket closed_mouth bare_tree
0 10 X X X X X X X X X X X X X X X X X X X
1 5 X X X X X X X X X X X X X X X X X X X X X
2 5 X X X X X X X X X X X X X X X X X X X X X X X X
3 5 X X X X X X X X X X X X
4 15 X X X X X X X X X
5 6 X X X X X X X X X X X X X X X X
6 5 X 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/pramanix_arknights