CyberHarem/aya_asagiri_mahoushoujosite

这是一个名为Aya Asagiri/朝霧彩 (Mahou Shoujo Site)的数据集，包含467张图像及其标签。数据集的核心标签包括long_hair, black_hair, red_bow, bow, purple_eyes，这些标签在数据集中被修剪。图像从多个网站（如danbooru, pixiv, zerochan等）爬取，爬取系统由DeepGHS团队提供。数据集提供了多个版本的下载链接，包括原始数据、1200像素版本和3阶段裁剪版本。此外，还提供了如何使用waifuc加载原始数据集的代码示例。最后，README文件还列出了标签聚类结果，展示了不同聚类的样本图像及其对应的标签。

原始信息汇总

数据集概述

数据集名称

Dataset of Aya Asagiri/朝霧彩 (Mahou Shoujo Site)

数据集描述

该数据集包含467张Aya Asagiri/朝霧彩（Mahou Shoujo Site）的图像及其标签。核心标签包括long_hair, black_hair, red_bow, bow, purple_eyes。

数据来源

图像从多个网站（如danbooru, pixiv, zerochan等）爬取，爬虫系统由DeepGHS Team提供支持。

数据集包列表

名称	图像数量	大小	下载链接	类型	描述
raw	467	234.08 MiB	Download	Waifuc-Raw	包含元信息的原始数据（最小边对齐到1400像素）
1200	467	233.91 MiB	Download	IMG+TXT	短边不超过1200像素的数据集
stage3-p480-1200	851	381.25 MiB	Download	IMG+TXT	3阶段裁剪数据集，区域不小于480x480像素

数据集加载

提供原始数据集（包括带标签的图像）用于waifuc加载。

python import os import zipfile from huggingface_hub import hf_hub_download from waifuc.source import LocalSource

下载原始归档文件

zip_file = hf_hub_download( repo_id=CyberHarem/aya_asagiri_mahoushoujosite, repo_type=dataset, filename=dataset-raw.zip, )

解压文件到指定目录

dataset_dir = dataset_dir os.makedirs(dataset_dir, exist_ok=True) with zipfile.ZipFile(zip_file, r) as zf: zf.extractall(dataset_dir)

使用waifuc加载数据集

source = LocalSource(dataset_dir) for item in source: print(item.image, item.meta[filename], item.meta[tags])

标签聚类结果

原始文本版本

#	样本数量	图像1	图像2	图像3	图像4	图像5	标签
0	8						1girl, anime_coloring, black_shirt, indoors, red_bowtie, serafuku, solo, upper_body, white_sailor_collar, closed_mouth, looking_at_viewer, short_sleeves, blurry_background, red_eyes
1	11						1girl, black_shirt, red_bowtie, serafuku, solo, upper_body, anime_coloring, open_mouth, sweatdrop, white_sailor_collar
2	10						1girl, anime_coloring, solo, black_shirt, white_sailor_collar, upper_body, closed_mouth, looking_at_viewer, portrait, black_serafuku, red_eyes, parody
3	6						1girl, black_shirt, black_skirt, classroom, indoors, red_bowtie, short_sleeves, solo, white_sailor_collar, anime_coloring, chalkboard, closed_mouth, school_desk, pleated_skirt, black_serafuku, blurry_background, chair
4	5						1girl, black_serafuku, black_shirt, black_skirt, pleated_skirt, red_bowtie, short_sleeves, solo, standing, white_sailor_collar, anime_coloring, open_mouth, looking_down, red_eyes, :o, blunt_bangs, cowboy_shot, dark, indoors, looking_at_viewer, torn_clothes
5	16						1girl, solo, open_mouth, portrait, anime_coloring, close-up, looking_at_viewer, sweatdrop
6	8						1girl, solo, anime_coloring, parody, open_mouth, red_eyes, tears, black_serafuku, crying
7	9						black_shirt, brown_hair, holding_gun, red_bowtie, short_sleeves, 1girl, white_sailor_collar, dark, red_eyes, red_hair, black_skirt, blood_on_face, handgun, injury, pleated_skirt, solo, black_serafuku, night, open_mouth, parted_lips, indoors
8	5						1girl, black_shirt, black_skirt, black_socks, brown_footwear, kneehighs, pleated_skirt, red_bowtie, sailor_collar, short_sleeves, black_serafuku, blood_on_face, injury, solo, brown_hair, holding, loafers, red_eyes, closed_mouth, multicolored_hair, night, open_mouth
9	6						black_skirt, open_mouth, pleated_skirt, red_bowtie, sailor_collar, short_sleeves, solo_focus, black_shirt, holding, 2girls, black_serafuku, 1girl, red_eyes, school_bag
10	6						1girl, cloud, kneehighs, outdoors, pleated_skirt, school_bag, short_sleeves, sky, solo, squatting, sunset, black_skirt, black_socks, cat, red_bowtie, sailor_collar, black_serafuku, closed_mouth, shirt
11	7						1girl, blurry, day, looking_at_viewer, outdoors, sky, solo, portrait, anime_coloring, closed_mouth, sweatdrop
12	7						1girl, anime_coloring, clenched_teeth, closed_eyes, long_sleeves, solo, striped_clothes, striped_shirt, profile, from_side, running, clenched_hand, upper_body
13	8						1girl, hoodie, solo, open_mouth, upper_body, jacket, looking_at_viewer, collarbone, shaded_face, sky, :o, brown_hair, cloud, outdoors, pink_eyes, sweatdrop

表格版本

#	样本数量	图像1	图像2	图像3	图像4	图像5	1girl	anime_coloring	black_shirt	indoors	red_bowtie	serafuku	solo	upper_body	white_sailor_collar	closed_mouth	looking_at_viewer	short_sleeves	blurry_background	red_eyes	open_mouth	sweatdrop	portrait	black_serafuku	parody	black_skirt	classroom	chalkboard	school_desk	pleated_skirt	chair	standing	looking_down	:o	blunt_bangs	cowboy_shot	dark	torn_clothes	close-up	tears	crying	brown_hair	holding_gun	red_hair	blood_on_face	handgun	injury	night	parted_lips	black_socks	brown_footwear	kneehighs	sailor_collar	holding	loafers	multicolored_hair	solo_focus	2girls	school_bag	cloud	outdoors	sky	squatting	sunset	cat	shirt	blurry	day	clenched_teeth	closed_eyes	long_sleeves	striped_clothes	striped_shirt	profile	from_side	running	clenched_hand	hoodie	jacket	collarbone	shaded_face	pink_eyes
0	8						X	X	X	X	X	X	X	X	X	X	X	X	X	X
1	11						X	X	X		X	X	X	X	X						X	X