CyberHarem/nero_claudius_bride_fgo

该数据集名为nero_claudius_bride/ネロ・クラウディウス〔ブライド〕/尼禄·克劳狄乌斯〔新娘〕 (Fate/Grand Order)，包含500张图片及其标签。图片来源于多个网站如danbooru、pixiv、zerochan等，由DeepGHS团队的自动爬取系统收集。数据集的核心标签包括blonde_hair, green_eyes, ahoge, breasts, hair_intakes, large_breasts, medium_breasts, hair_between_eyes, braid, long_hair，这些标签在数据集中被修剪。此外，README还提供了数据集的下载链接和加载方法，以及标签聚类结果的展示。

原始信息汇总

数据集概述

数据集名称

Dataset of nero_claudius_bride/ネロ・クラウディウス〔ブライド〕/尼禄·克劳狄乌斯〔新娘〕 (Fate/Grand Order)

数据集描述

该数据集包含500张关于角色尼禄·克劳狄乌斯〔新娘〕的图像及其标签。图像主要特征包括金色头发、绿色眼睛、呆毛、胸部、头发侧分、大胸部、中胸部、眼睛间的头发、辫子、长发等。

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	798.89 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）。
1200	500	708.65 MiB	Download	IMG+TXT	短边不超过1200像素的数据集。
stage3-p480-1200	1282	1.30 GiB	Download	IMG+TXT	3阶段裁剪数据集，区域不小于480x480像素。

数据集加载

提供了原始数据集（包括带标签的图像）供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/nero_claudius_bride_fgo, 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])

标签聚类结果

列出了标签聚类结果，可能有助于挖掘某些服装特征。

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	样本0	样本1	样本2	样本3	样本4	1girl, bridal_veil, chain, cleavage, detached_collar, detached_sleeves, flower, looking_at_viewer, padlock, puffy_sleeves, solo, white_gloves, white_leotard, white_sleeves, bare_shoulders, white_thighhighs, wide_sleeves, blush, open_mouth, zipper_pull_tab, full-length_zipper, head_wreath, highleg_leotard, loose_belt, petals, :d, garter_straps, showgirl_skirt, sidelocks, strapless_leotard, thighs
1	14	样本0	样本1	样本2	样本3	样本4	1girl, bare_shoulders, chain, cleavage, detached_collar, looking_at_viewer, loose_belt, padlock, solo, white_leotard, white_sleeves, white_thighhighs, bridal_veil, smile, strapless_leotard, white_gloves, zipper_pull_tab, blush, garter_straps, showgirl_skirt, standing, cowboy_shot, full-length_zipper, wide_sleeves, aestus_estus, closed_mouth, petals, puffy_detached_sleeves, sidelocks, highleg_leotard, buckle, holding_sword, head_wreath, long_sleeves, white_background, white_flower, simple_background, ass_visible_through_thighs, flower_wreath, thigh_gap
2	21	样本0	样本1	样本2	样本3	样本4	1girl, solo, white_bodysuit, chain, looking_at_viewer, aestus_estus, padlock, belt, bridal_veil, white_gloves, zipper, holding_sword, smile, closed_mouth, flower, short_hair
3	10	样本0	样本1	样本2	样本3	样本4	1girl, epaulettes, holding_sword, looking_at_viewer, red_dress, solo, aestus_estus, juliet_sleeves, cleavage, hair_ribbon, open_mouth, petals, :d, short_hair, leotard
4	5	样本0	样本1	样本2	样本3	样本4	1girl, closed_mouth, epaulettes, hair_ribbon, holding_sword, juliet_sleeves, looking_at_viewer, red_dress, red_ribbon, simple_background, smile, solo, white_background, aestus_estus, blush, cleavage, short_hair, cowboy_shot, single_hair_bun, standing, v-shaped_eyebrows
5	13	样本0	样本1	样本2	样本3	样本4	1girl, aestus_estus, epaulettes, solo, sword, cleavage, hair_ribbon, red_dress, see-through
6	9	样本0	样本1	样本2	样本3	样本4	1girl, looking_at_viewer, smile, solo, bare_shoulders, hair_ribbon, single_hair_bun, cleavage, closed_mouth, red_ribbon, blush, collarbone, official_alternate_costume, red_dress, simple_background, flower, french_braid, white_background, frills, hair_ornament
7	5	样本0	样本1	样本2	样本3	样本4	1girl, barefoot, cleavage, criss-cross_halter, looking_at_viewer, red_bikini, side-tie_bikini_bottom, solo, striped_bikini, striped_clothes, underwater, air_bubble, anklet, bare_shoulders, navel, open_mouth, see-through, :d, earrings, submerged, blush, bracelet, fish, gown, hair_ribbon, legs, twintails
8	6	样本0	样本1	样本2	样本3	样本4	1girl, aestus_estus, criss-cross_halter, looking_at_viewer, open_mouth, side-tie_bikini_bottom, solo, striped_bikini, striped_clothes, :d, cleavage, earrings, holding_sword, navel, red_bikini, bare_shoulders, blue_sky, day, bracelet, outdoors, sling_bikini_top, water
9	5	样本0	样本1	样本2	样本3	样本4	1girl, bare_shoulders, blue_sky, cleavage, cloud, criss-cross_halter, day, looking_at_viewer, navel, outdoors, side-tie_bikini_bottom, smile, solo, striped_bikini, striped_clothes, blush, bracelet, closed_mouth, cowboy_shot, hair_ribbon, earrings, red_bikini, white_ribbon, hands_up, ocean
10	9	样本0	样本1	样本2	样本3	样本4	1girl, bare_shoulders, criss-cross_halter, looking_at_viewer, red_bikini, simple_background, solo, striped_bikini, striped_clothes, twintails, white_background, blush, cleavage, navel, smile, closed_mouth, side-tie_bikini_bottom, collarbone, jewelry, sling_bikini_top
11	5	样本0	样本1	样本2	样本3	样本4	1girl, ass, french_braid, gym_shirt, gym_uniform, looking_at_viewer, looking_back, official_alternate_costume, red_buruma, short_sleeves, single_hair_bun, solo, thighs, white_shirt, blush, open_mouth, red_headband, sidelocks, simple_background, white_background, adjusting_clothes, from_behind, smile
12	7	样本0	样本1	样本2	样本3	样本4	1girl, bare_shoulders, cleavage, looking_at_viewer, navel, smile, solo, underwear_only, blush, closed_mouth, collarbone, short_hair, bow, lingerie, red_panties, lace-trimmed_bra, on_back, red_bra, rose_petals, stomach, arm_up, armpits, bed_sheet, hair_ribbon, lace-trimmed_panties, official_alternate_costume, pillow, plaid_panties, red_ribbon, red_rose, thighhighs, thighs