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Dataset of Anya Forger/アーニャ/AnyaForger (Spy × Family)

This is the dataset of Anya Forger/アーニャ/AnyaForger (Spy × Family), containing 798 images and their tags.

The core tags of this character are pink_hair, medium_hair, green_eyes, ahoge, 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 798 449.41 MiB Download Waifuc-Raw Raw data with meta information (min edge aligned to 1400 if larger).
1200 798 449.13 MiB Download IMG+TXT dataset with the shorter side not exceeding 1200 pixels.
stage3-p480-1200 1362 766.88 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/anya_forger_spyxfamily',
    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 5 1boy, 1girl, black_dress, child, hairpods, open_mouth, eden_academy_school_uniform, meme, solo_focus, blurry, indoors, white_shirt, outdoors
1 14 1girl, child, collared_shirt, eden_academy_school_uniform, hairpods, meme, solo, white_shirt, looking_at_viewer, black_dress, closed_mouth, indoors, upper_body
2 6 1girl, black_dress, child, eden_academy_school_uniform, gold_trim, hairpods, long_sleeves, meme, solo, collared_shirt, looking_at_viewer, white_shirt, half-closed_eyes, upper_body, closed_mouth, indoors, smile
3 5 1girl, black_dress, black_headwear, child, collared_shirt, eden_academy_school_uniform, gold_trim, hat, long_sleeves, solo, white_shirt, backpack, closed_mouth, hairpods, holding_strap, meme, outdoors, smile, blurry_background, brown_bag, closed_eyes, facing_viewer, looking_to_the_side, upper_body
4 5 1girl, child, hairpods, looking_at_viewer, meme, indoors, peeking_out, solo
5 17 1girl, child, hairpods, meme, solo, black_dress, open_mouth, collarbone, indoors, upper_body, looking_at_viewer, ribbon, blurry
6 5 1girl, black_dress, black_footwear, hairpods, smile, solo, white_socks, closed_mouth, looking_at_viewer, child's_drawing, kneeling, shoes
7 12 child, hairpods, open_mouth, 1girl, :d, black_dress, solo, upper_teeth_only, looking_at_viewer, upper_body, blush, arms_up
8 5 1girl, child, close-up, hairpods, indoors, meme, blurry_background, eyelashes, solo, anime_coloring, looking_at_viewer, parody, portrait
9 10 1girl, black_dress, child, full_body, hairpods, shoes, solo, white_socks, black_footwear, bobby_socks, open_mouth, standing, shadow, white_ribbon
10 17 1girl, child, coat, hairpods, meme, solo, long_sleeves, fur_trim, open_mouth, upper_body, looking_at_viewer, teeth
11 7 1girl, child, meme, solo, wide-eyed, hairpods, open_mouth, sweat, constricted_pupils, scared, scene_reference
12 5 1girl, black_dress, chair, child, hairpods, indoors, long_sleeves, sitting, solo, holding_pencil, paper, table, meme, :o, closed_eyes, closed_mouth, looking_at_viewer, mug, open_mouth, white_bow
13 6 1boy, child, hairpods, meme, 1girl, closed_mouth, eden_academy_school_uniform, solo_focus, indoors, wavy_mouth
14 14 1girl, brown_headwear, deerstalker, child, cosplay, detective, solo, brown_capelet, long_sleeves, meme, indoors, wide-eyed, closed_mouth, coat, constricted_pupils, holding_magnifying_glass, open_mouth, parody
15 6 1girl, child, indoors, solo, blue_pajamas, long_sleeves, nightcap, star_print, closed_eyes, blue_headwear, closed_mouth, hairpods, standing, wavy_mouth
16 5 1girl, child, nightcap, pillow, solo, blue_pajamas, indoors, sleeping, star_print, under_covers, long_sleeves, open_mouth, stuffed_animal, closed_eyes, closed_mouth, drooling, on_bed, on_side, smile

Table Version

# Samples Img-1 Img-2 Img-3 Img-4 Img-5 1boy 1girl black_dress child hairpods open_mouth eden_academy_school_uniform meme solo_focus blurry indoors white_shirt outdoors collared_shirt solo looking_at_viewer closed_mouth upper_body gold_trim long_sleeves half-closed_eyes smile black_headwear hat backpack holding_strap blurry_background brown_bag closed_eyes facing_viewer looking_to_the_side peeking_out collarbone ribbon black_footwear white_socks child's_drawing kneeling shoes :d upper_teeth_only blush arms_up close-up eyelashes anime_coloring parody portrait full_body bobby_socks standing shadow white_ribbon coat fur_trim teeth wide-eyed sweat constricted_pupils scared scene_reference chair sitting holding_pencil paper table :o mug white_bow wavy_mouth brown_headwear deerstalker cosplay detective brown_capelet holding_magnifying_glass blue_pajamas nightcap star_print blue_headwear pillow sleeping under_covers stuffed_animal drooling on_bed on_side
0 5 X X X X X X X X X X X X X
1 14 X X X X X X X X X X X X X
2 6 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 X X X X X X X X X X X X
4 5 X X X X X X X X
5 17 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
7 12 X X X X X X X X X X X X
8 5 X X X X X X X X X X X X X
9 10 X X X X X X X X X X X X X X
10 17 X X X X X X X X X X X X
11 7 X X X X X X X X X X X
12 5 X X X X X X X X X X X X X X X X X X X X
13 6 X X X X X X X X X X
14 14 X X X X X X X X X X X X X X X X X X
15 6 X X X X X X X X X X X X X X
16 5 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/anya_forger_spyxfamily