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Dataset of mulberry/マルベリー/桑葚 (Arknights)

This is the dataset of mulberry/マルベリー/桑葚 (Arknights), containing 133 images and their tags.

The core tags of this character are long_hair, grey_hair, blue_eyes, breasts, very_long_hair, goggles_on_head, hair_between_eyes, 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 133 252.01 MiB Download Waifuc-Raw Raw data with meta information (min edge aligned to 1400 if larger).
1200 133 205.95 MiB Download IMG+TXT dataset with the shorter side not exceeding 1200 pixels.
stage3-p480-1200 353 407.22 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/mulberry_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 21 1girl, black_gloves, solo, goggles, hooded_cape, looking_at_viewer, white_shirt, white_background, black_cape, hood_up, simple_background, fingerless_gloves, bead_bracelet, hooded_cloak, upper_body, black_cloak, medium_breasts, white_dress, parted_lips, id_card, closed_mouth, holding_staff
1 7 1girl, black_cape, black_gloves, fingerless_gloves, goggles, hood_up, hooded_cape, pouch, solo, white_shirt, black_footwear, holding_staff, hooded_cloak, looking_at_viewer, white_dress, black_socks, boots, full_body, id_card, infection_monitor_(arknights), parted_lips, simple_background, standing, thigh_strap, white_background, black_cloak
2 5 1girl, bead_bracelet, bun_cover, closed_mouth, double_bun, looking_at_viewer, purple_eyes, solo, black_shorts, green_gloves, official_alternate_costume, single_glove, cowboy_shot, holding_bottle, short_sleeves, simple_background, white_background, dress, hand_up, long_sleeves, medium_breasts, plant
3 14 1girl, long_sleeves, solo, looking_at_viewer, parted_lips, sleeves_past_fingers, white_hair, flower, blue_dress, blue_ribbon, hair_ornament, see-through, white_dress, full_moon

Table Version

# Samples Img-1 Img-2 Img-3 Img-4 Img-5 1girl black_gloves solo goggles hooded_cape looking_at_viewer white_shirt white_background black_cape hood_up simple_background fingerless_gloves bead_bracelet hooded_cloak upper_body black_cloak medium_breasts white_dress parted_lips id_card closed_mouth holding_staff pouch black_footwear black_socks boots full_body infection_monitor_(arknights) standing thigh_strap bun_cover double_bun purple_eyes black_shorts green_gloves official_alternate_costume single_glove cowboy_shot holding_bottle short_sleeves dress hand_up long_sleeves plant sleeves_past_fingers white_hair flower blue_dress blue_ribbon hair_ornament see-through full_moon
0 21 X X X X X X 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 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
3 14 X X X X X X X X X X X X X X
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