CyberHarem/zima_arknights

这是名为zima/ズィマー/凛冬 (Arknights)的数据集，包含484张图片及其标签。图片从多个网站（如danbooru、pixiv、zerochan等）爬取，并由DeepGHS团队提供技术支持。数据集的核心标签包括`animal_ears, bear_ears, multicolored_hair, brown_hair, streaked_hair, red_hair, blue_eyes, long_hair`。

原始信息汇总

数据集概述

数据集基本信息

• 名称: Dataset of zima/ズィマー/凛冬 (Arknights)
• 许可证: MIT
• 任务类别: text-to-image
• 标签: art, not-for-all-audiences
• 大小类别: n<1K

数据集内容

• 图像数量: 484张
• 核心标签: animal_ears, bear_ears, multicolored_hair, brown_hair, streaked_hair, red_hair, blue_eyes, long_hair

数据集包列表

名称	图像数量	大小	类型	描述
raw	484	788.93 MiB	Waifuc-Raw	包含元信息的原始数据（最小边对齐到1400像素，如果更大）
1200	484	663.72 MiB	IMG+TXT	短边不超过1200像素的数据集
stage3-p480-1200	1175	1.25 GiB	IMG+TXT	3阶段裁剪数据集，区域不小于480x480像素

数据集加载

• 加载工具: waifuc

• 加载代码: 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/zima_arknights, 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	标签
  0	24	1girl, black_sailor_collar, fur-trimmed_jacket, looking_at_viewer, red_neckerchief, shirt, solo, upper_body, school_uniform, simple_background, black_choker, white_background, closed_mouth, earbuds, open_clothes, black_jacket, brown_jacket, hair_between_eyes
  1	5	1girl, black_jacket, earbuds, fur-trimmed_jacket, hand_up, holding, long_sleeves, red_neckerchief, shirt, solo, upper_body, black_choker, black_collar, black_sailor_collar, looking_at_viewer, open_jacket, simple_background, blush, parted_lips, white_background, closed_mouth, serafuku, white_cardigan
  2	17	1girl, black_footwear, black_sailor_collar, full_body, fur-trimmed_jacket, holding_axe, long_sleeves, miniskirt, pleated_skirt, solo, black_skirt, holding_weapon, looking_at_viewer, open_jacket, red_neckerchief, black_jacket, red_pantyhose, serafuku, standing, earbuds, brown_skirt, socks, black_choker, coat, lace-up_boots, hair_between_eyes, white_cardigan, brown_jacket, closed_mouth, white_shirt, armband, chain, ribbed_legwear, simple_background, white_background
  3	6	1girl, black_choker, black_sailor_collar, black_skirt, fur-trimmed_jacket, holding_axe, long_sleeves, looking_at_viewer, pleated_skirt, red_neckerchief, red_pantyhose, shirt, solo, black_jacket, cowboy_shot, holding_weapon, miniskirt, serafuku, simple_background, closed_mouth, open_jacket, white_cardigan, earphones, standing, white_background
  4	19	1girl, looking_at_viewer, solo, long_sleeves, black_jacket, off_shoulder, peaked_cap, red_pantyhose, official_alternate_costume, white_skirt, black_choker, shirt, boots, open_jacket, pleated_skirt, black_footwear, black_headwear, white_background
  5	13	1girl, looking_at_viewer, official_alternate_costume, red_shirt, short_sleeves, solo, black_jacket, open_jacket, black_shorts, baseball_cap, earbuds, bandaid_on_head, sitting, black_footwear, full_body, hood, shoes, white_socks, hair_ornament, holding

• 表格版本:

  #	样本数量	1girl	black_sailor_collar	fur-trimmed_jacket	looking_at_viewer	red_neckerchief	shirt	solo	upper_body	school_uniform	simple_background	black_choker	white_background	closed_mouth	earbuds	open_clothes	black_jacket	brown_jacket	hair_between_eyes	hand_up	holding	long_sleeves	black_collar	open_jacket	blush	parted_lips	serafuku	white_cardigan	black_footwear	full_body	holding_axe	miniskirt	pleated_skirt	black_skirt	holding_weapon	red_pantyhose	standing	brown_skirt	socks	coat	lace-up_boots	white_shirt	armband	chain	ribbed_legwear	cowboy_shot	earphones	off_shoulder	peaked_cap	official_alternate_costume	white_skirt	boots	black_headwear	red_shirt	short_sleeves	black_shorts	baseball_cap	bandaid_on_head	sitting	hood	shoes	white_socks	hair_ornament
  0	24	X	X	X	X	X	X	X	X	X	X	X	X	X	X	X	X	X	X