CyberHarem/rea_fireemblem

这是一个名为rea (Fire Emblem)的数据集，包含500张图片及其标签。图片从多个网站（如danbooru, pixiv, zerochan等）爬取，并由DeepGHS Team提供技术支持。数据集的核心标签包括`long_hair, green_hair, green_eyes, breasts, hair_ornament, large_breasts, hair_flower, bangs`，这些标签在数据集中被修剪。数据集提供了多个版本，包括不同分辨率和裁剪方式的图片，并提供了如何使用waifuc加载原始数据集的代码示例。此外，文件还列出了标签聚类结果，展示了不同类别的图片样本及其相关标签。

原始信息汇总

数据集概述

数据集名称

Dataset of rea (Fire Emblem)

数据集描述

该数据集包含500张图像及其标签，主要描述角色rea（Fire Emblem）。核心标签包括long_hair, green_hair, green_eyes, breasts, hair_ornament, large_breasts, hair_flower, bangs。

数据来源

图像从多个网站（如danbooru, pixiv, zerochan等）爬取，爬取系统由DeepGHS Team开发。

数据集包列表

名称	图像数量	大小	下载链接	类型	描述
raw	500	680.40 MiB	Download	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）。
800	500	392.87 MiB	Download	IMG+TXT	短边不超过800像素的数据集。
stage3-p480-800	1143	788.72 MiB	Download	IMG+TXT	3阶段裁剪数据集，区域不小于480x480像素。
1200	500	600.37 MiB	Download	IMG+TXT	短边不超过1200像素的数据集。
stage3-p480-1200	1143	1.06 GiB	Download	IMG+TXT	3阶段裁剪数据集，区域不小于480x480像素。

标签聚类结果

以下是部分标签聚类结果的示例：

#	样本数量	图像示例	标签
0	6		1girl, closed_mouth, long_sleeves, simple_background, solo, flower, white_dress, bare_shoulders, smile
1	10		1girl, flower, solo, tiara, crown, closed_mouth, simple_background, smile, upper_body, white_background, portrait
2	9		1girl, hair_ribbon, pointy_ears, ribbon_braid, side_braid, solo, tiara, twin_braids, closed_mouth, smile, simple_background, looking_at_viewer, upper_body
3	8		1girl, barefoot, hair_ribbon, pointy_ears, ribbon_braid, solo, tiara, twin_braids, very_long_hair, blue_dress, anklet, floating_hair, full_body, armpits, side_braid, smile, sparkle, open_mouth
4	6		1girl, fur_trim, gift_box, hair_ribbon, pointy_ears, ribbon_braid, solo, tiara, twin_braids, christmas_ornaments, smile, dress, holding, open_mouth, sack, side_braid
5	11		1girl, cleavage, closed_mouth, flower, smile, solo, white_bikini, looking_at_viewer, navel, simple_background, white_background
6	5		1girl, blue_sky, cleavage, closed_mouth, day, flower, navel, outdoors, white_bikini, official_alternate_costume, smile, beach, solo_focus, water, 1boy, cloud, holding_hands, ocean
7	5		1girl, bare_shoulders, beach, blue_sky, blush, cleavage, closed_mouth, collarbone, day, looking_at_viewer, navel, ocean, outdoors, parted_bangs, solo, stomach, thighs, alternate_costume, cowboy_shot, sunlight, black_bikini, cloud, earrings, forehead, sand, thigh_gap, skindentation, smile, umbrella, very_long_hair, water
8	6		2girls, cleavage, closed_mouth, flower, navel, thighs, white_bikini, holding, jewelry, legs, sandals, simple_background, smile, full_body, looking_at_viewer, solo_focus, toes, bare_shoulders, circlet, grey_background, official_alternate_costume
9	5		1girl, circlet, collarbone, looking_at_viewer, navel, parted_bangs, solo, thighs, white_panties, white_shirt, blush, crop_top, flower, smile, cleavage, parted_lips, bare_shoulders, legs, long_sleeves, lying, off-shoulder_shirt, on_bed, tassel
10	12		1girl, bare_shoulders, solo, cleavage, flower, parted_bangs, white_dress, blush, collarbone, looking_at_viewer, smile, circlet, thighs, sitting
11	5		1girl, bare_shoulders, blush, crop_top, long_sleeves, midriff, solo, circlet, closed_mouth, collarbone, flower, green_pants, high-waist_pants, looking_at_viewer, navel, parted_bangs, thighs, tight_pants, white_shirt, alternate_costume, cleavage, contemporary, off-shoulder_shirt, smile, yoga_pants, dated, hand_on_hip, simple_background, tassel
12	22		witch_hat, 1girl, solo, halloween_costume, official_alternate_costume, looking_at_viewer, smile, very_long_hair, long_sleeves, blue_dress, simple_background, wide_sleeves, collarbone, holding, blush, closed_mouth, hat_flower, long_dress
13	10		blush, completely_nude, 1girl, nipples, open_mouth, penis, uncensored, hetero, pussy, sex, vaginal, 1boy, solo_focus, pointy_ears, sweat, anus, artist_name, ass, english_text, flower, navel, spread_legs
14	10		1girl, hetero, blush, flower, solo_focus, fellatio, mosaic_censoring, 1boy, cum, looking_at_viewer, nipples, pubic_hair, gangbang, handjob, huge_breasts, multiple_boys, multiple_penises
15	5		1boy, 1girl, bar_censor, blush, flower, hetero, penis, alternate_hair_color, breast_sucking, gloved_handjob, huge_breasts, nursing_handjob, smile, tiara, ejaculation, nipples, short_hair, breastfeeding, closed_eyes, crown, grabbing, lactation, open_mouth

数据集加载

提供原始数据集（包括标记图像）用于waifuc加载。加载代码如下：

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/rea_fireemblem, repo_type=dataset, filename=dataset-raw.zip, )

提取文件到指定目录

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])