deepghs/hfcache_test_target_repo

该数据集包含59783条记录，每条记录代表一张图像，图像内容涉及多种主题，包括人物、场景、服饰等。每条记录包含图像的id、宽度、高度、评级、标签、文件大小、文件URL和创建时间等信息。标签字段详细描述了图像的内容特征，如人物特征、服饰、场景等。数据集未提供明确的中文描述。

This dataset contains 59,783 records, each representing an image with various themes including characters, scenes, and clothing. Each record includes fields such as id, width, height, rating, tags, file size, file URL, and creation time. The tags field provides detailed descriptions of the image content, such as character features, clothing, and scenes. The dataset does not provide an explicit English description.

原始信息汇总

数据集概述

数据集基本信息

• 记录总数: 59783
• 显示记录数: 100

数据字段

• id: 记录的唯一标识符
• width: 图像的宽度
• height: 图像的高度
• rating: 图像的评级（例如：e, g, s）
• tags: 图像的标签，描述图像内容
• file_size: 文件大小
• file_url: 文件的URL
• created_at: 创建时间

示例记录

id	width	height	rating	tags	file_size	file_url	created_at
75352	832	1216	e	1boy 1girl :o after_ejaculation after_footjob ahoge bangs bare_legs barefoot black_ribbon black_skirt blue_eyes blue_hair blush book boots boots_removed braid brown_cape cape commentary crossed_bangs cum cum_on_body cum_on_feet cum_string erection feet grey_shirt hair_between_eyes hair_flaps hair_intakes hair_ribbon hair_whiskers hay hetero impug indoors light_particles light_rays long_hair looking_at_viewer lying mushoku_tensei novelai on_back open_book open_mouth penis pov ribbon roxy_migurdia saliva saliva_trail shirt skirt soles sweat teeth toes twin_braids upper_teeth_only	1504371	https://cdn.aibooru.download/original/24/29/2429f5889c1a427feb02749b2e4fa34f.png	1.71804e+09
75351	1664	2304	e	1boy 1girl absurdres after_ejaculation after_fellatio alternate_breast_size artist_name bare_shoulders black_eyes black_hair bleach blush breasts collarbone cum cum_in_mouth cum_on_body cum_on_breasts cumdrip erection facial ffeeer_nsfw gradient gradient_background hair_between_eyes heart heart-shaped_pupils hetero highres kuchiki_rukia large_penis looking_at_penis looking_up medium_breasts medium_hair nipple_slip nipples off_shoulder open_mouth penis penis_awe penis_on_face pink_background sweat symbol-shaped_pupils teeth testicles tongue tongue_out uncensored upper_teeth_only veins veiny_penis	306270	https://cdn.aibooru.download/original/4b/27/4b27d7f69a4ccba9746dcf40ea42855d.jpg	1.71804e+09
75350	1216	832	g	0003 1girl adetailer black_hair black_jacket blue_theme bob_cut cityscape cowboy_shot facing_away faux_watermark from_behind hood horizon jacket night night_sky non-web_source original railing rooftop self-upload sky skyline snowing solo sulph	1166430	https://cdn.aibooru.download/original/6f/7b/6f7b3bdd7d463d652ae262af8e200c44.png	1.71803e+09
75349	832	1216	e	1boy 1girl blue_eyes blush bra breasts cleavage covered_nipples cross cross_earrings cum cum_in_mouth cum_on_body cum_on_breasts cumdrip dark-skinned_male dark_skin drooling ear_blush earrings facial fellatio fingernails half-closed_eyes hand_on_anothers_head jewelry lace lace_bra large_penis love_live! love_live!_sunshine!! medium_breasts netorare nipples oral penis pink_lips saliva saliva_trail see-through_bra self-upload short_hair spaghetti_strap sweat testicles underwear upper_body watanabe_you wavy_hair yousorobestgirl	102701	https://cdn.aibooru.download/original/2f/b0/2fb0fe3337a6e4344ecf8faba153a24d.jpg	1.71803e+09
75347	1024	1024	e	1girl alisa_southerncross animal_ears anus anus_peek ass back barefoot black_panties censored closed_mouth clothing_aside fake_animal_ears feet from_behind hair_between_eyes hair_bobbles hair_ornament keroro_gunsou kneeling legs long_hair looking_at_viewer looking_back mosaic_censoring orange_hair panties panties_aside pussy pussy_juice red_eyes simple_background sitting soles solo thighs thong toes topless twintails underwear white_background yune	301407	https://cdn.aibooru.download/original/9c/87/9c873b3ff381ab656aa9365346d9ba45.jpg	1.71803e+09
75346	1024	1024	e	1girl alisa_southerncross animal_ears anus ass bangs barefoot breasts censored completely_nude fake_animal_ears feet female_pubic_hair folded gaping hair_between_eyes hair_bobbles hair_ornament keroro_gunsou legs legs_up long_hair looking_at_viewer lying mosaic_censoring nipples nude on_back orange_hair presenting pubic_hair pussy pussy_juice red_eyes simple_background small_breasts soles solo sparse_pubic_hair sweat thighs toes twintails white_background yune	421424	https://cdn.aibooru.download/original/39/e3/39e36c93f82043cf58141e37f81aaa50.jpg	1.71803e+09
75345	1024	1024	e	1girl alisa_southerncross animal_ears anus ass barefoot black_choker blush breasts censored choker closed_mouth completely_nude expressionless fake_animal_ears feet full_body hair_between_eyes hair_bobbles hair_ornament keroro_gunsou knees_up leaning_back legs long_hair looking_at_viewer lying mosaic_censoring nipples nude orange_hair presenting pussy pussy_juice red_eyes simple_background sitting small_breasts soles solo spread_legs spread_pussy thighs toes twintails very_long_hair white_background yune	374040	https://cdn.aibooru.download/original/3d/ac/3dac4624cf7d71077bfeb587b273334b.jpg	1.71803e+09
75344	1024	1024	e	1girl alisa_southerncross animal_ears anus arm_support ass barefoot black_choker blush breasts cat_ears censored choker closed_mouth completely_nude fake_animal_ears feet full_body hair_between_eyes hair_bobbles hair_ornament keroro_gunsou knees_up leaning_back legs long_hair looking_at_viewer mosaic_censoring nail_polish navel nipples nude orange_hair pussy reclining red_eyes simple_background sitting small_breasts soles solo spread_legs thighs toenail_polish toenails toes twintails very_long_hair white_background yune	385191	https://cdn.aibooru.download/original/12/b8/12b845f43f6269f956a43b183e55d6e0.jpg	1.71803e+09
75343	1664	2432	g	1girl :d absurdres bangs bare_shoulders biting black_background black_hair character_request coffee2hai commentary copyright_request curtains ear_piercing earrings eyebrows_hidden_by_hair eyelashes fang highres jewelry lips long_hair looking_away looking_to_the_side makeup mascara mouth_hold nose open_mouth pale_skin parted_bangs piercing pink_lips portrait purple_eyes red_curtain shaded_face sharp_teeth smile solo straight_hair symbol-only_commentary teeth vampire	235715	https://cdn.aibooru.download/original/46/b2/46b26750b5b2f1cb4bc937a772c4e732.jpg	1.71803e+09
75342	1200	1536	e	1girl >:) ahoge aqua_hair arms_behind_back bare_shoulders black_bra blush bottomless bra breasts cleavage cleft_of_venus closed_mouth cowboy_shot curled_horns earrings edosynf gradient_hair green_hair groin hair_ornament hair_stick high_ponytail hoop_earrings horns indoors jewelry lace-trimmed_bra lace_trim lamp large_breasts long_hair looking_at_viewer multicolored_hair multicolored_horns navel one_piece ponytail pussy red_horns self-upload sidelocks smile solo standing stomach thighs two-tone_hair underwear underwear_only v-shaped_eyebrows very_long_hair white_hair window yamato_(one_piece)	2044979	https://cdn.aibooru.download/original/90/ad/90ad36844c95b1e7445e25ba06e327fa.png	1.71803e+09
75341	1200	1536	e	1girl arms_behind_back bottomless bra breasts cleavage closed_mouth commentary cowboy_shot curtains earrings edosynf english_commentary erection futanari gradient_hair green_hair hair_ornament horns huge_breasts huge_penis indoors jewelry lace-trimmed_bra lace_trim lamp large_breasts large_penis large_testicles long_hair looking_at_viewer multicolored_hair navel night one_piece penis red_horns self-upload smile solo stomach testicles thighs uncensored underwear veins veiny_penis very_long_hair white_hair window yamato_(one_piece)	2031846	https://cdn.aibooru.download/original/32/38/3238b92b1ba0216b485deaa282d7e6df.png	1.71803e+09
75340	1216	832	s	1girl ass barefoot bed bed_sheet bedroom blue_eyes bra breast_press breasts brown_hair cleavage closed_mouth detached_sleeves earrings feet feet_up head_on_pillow indoors jewelry lace lace_bra large_breasts looking_at_viewer love_live! love_live!_sunshine!! lying medium_hair on_bed on_stomach panties self-upload short_hair soles solo the_pose thong underwear watanabe_you white_bra white_panties white_pillow yousorobestgirl	114373	https://cdn.aibooru.download/original/24/2b/242b01450a4d983a94c46b191cd40a74.jpg	1.71803e+09
75339	1472	1472	e	1girl arm_support ass barefoot blue_archive blue_background blush bra breasts closed_mouth cum cum_on_body cum_on_clothes cum_on_feet feet foot_focus foreshortening full_body hair_bun hair_ornament halo highres lace lace_bra large_breasts leggings legs mika_(blue_archive) on_ground pants pink_hair sidelocks simple_background smile soles solo stretching toes underwear white_bra yellow_eyes yoga_pants yune	269312	https://cdn.aibooru.download/original/16/24/162497736475e2045f9a27f7110b0114.jpg	1.71803e+09
75337	2080	1664	g	1girl adetailer b74 blurry blurry_foreground book bow flower frills hat highres holding holding_book japanese_clothes kimono light_smile long_hair lora mob_cap netaartxl night non-web_source open_book patchouli_knowledge self-upload solo touhou wisteria	4678698	https://cdn.aibooru.download/original/77/2a/772a5fcd8af37c68c874315eb985f590.png	1.71803e+09
75336	832	1260	g	1girl :3 >:) arm_tattoo bangs bare_shoulders black_skirt blue_eyes blue_hair blue_nails blue_necktie blush closed_mouth cocotte_ai commentary detached_sleeves double_v frown grey_shirt hair_between_eyes hair_intakes hair_whiskers half-closed_eyes hatsune_miku headset japanese_commentary lace-trimmed_shirt lace_trim long_hair looking_at_viewer nail_polish necktie number_tattoo pleated_skirt red_pupils shirt simple_background skirt sleeveless sleeveless_shirt smug solo tattoo tsurime twintails upper_body v v-shaped_eyebrows very_long_hair vocaloid white_background	227134	https://cdn.aibooru.download/original/be/71/be711da12fccc97f79d721a2f7dfbdb0.jpg	1.71803e+09
75335	1664	2432	s	1girl absurdres animal_ear_fluff animal_ears bangs bell bench black_bow black_hairband black_skirt blue_sky blush bow breasts brown_pantyhose cat_ears cat_girl cat_tail clothing_cutout cloud collared_shirt daisy day feet_out_of_frame fence field flower grass hair_bow hairband highres lolidiffusion long_hair long_sleeves looking_at_viewer neck_bell neck_ribbon non-web_source on_bench original outdoors panties panties_under_pantyhose pantyhose parted_lips pink_eyes plant pleated_skirt red_eyes red_hair ribbon self-upload shirt short_eyebrows shoulder_cutout sitting skirt sky sleeves_past_wrists small_breasts solo tail tail_raised thick_eyebrows thighband_pantyhose underwear white_flower white_shirt wrathgoddess	4446328	https://cdn.aibooru.download/original/fa/df/fadf1b62e34f0868153ca1874c28c0ec.png	1.71803e+09
75334	1664	2432	g	1girl absurdres alice_(alice_in_wonderland) alice_(alice_in_wonderland)_(cosplay) alice_in_wonderland apron black_footwear blonde_hair blue_sky card closed

搜集汇总

数据集介绍

构建方式

在数字艺术与生成式人工智能蓬勃发展的背景下，deepghs/hfcache_test_target_repo数据集应运而生。该数据集通过系统性地采集自AIBooru等开源图像社区，构建了一个包含近六万条记录的大规模图像-标签对集合。其构建过程聚焦于自动化数据抓取与清洗，每条记录均关联了高维度的元数据，如图像尺寸、评级、文件大小及创建时间戳，并附有详尽的多标签描述，为后续的机器学习模型训练提供了结构化的高质量数据基础。

使用方法

该数据集主要服务于生成式人工智能，特别是文本到图像生成模型的训练与评估。研究人员可通过解析其标签字段，构建条件生成任务中的提示词-图像对，用于模型微调或基准测试。在具体应用中，需注意依据内容评级对数据进行合规筛选与分区，确保符合研究伦理与使用规范。数据集以表格形式组织，支持通过标准数据处理流程进行加载、过滤与分析，便于集成至现有的机器学习工作流中。

背景与挑战

背景概述

在生成式人工智能与计算机视觉领域，高质量、大规模且标注精细的图像数据集是推动模型训练与评估的关键基石。deepghs/hfcache_test_target_repo数据集应运而生，其构建旨在服务于图像内容分析与生成模型的测试与优化。该数据集汇集了来自AIBooru等开源平台的近六万条图像记录，每条记录均附有详尽的多维度元数据，包括分辨率、评级、文件大小、创建时间以及丰富的标签描述。这些标签涵盖了人物特征、场景元素、艺术风格乃至内容分级，为研究者提供了结构化且可扩展的数据资源，以支持对复杂视觉内容的语义理解、分类及生成任务的深入探索。

当前挑战

该数据集所应对的核心领域挑战在于如何实现对多样化、细粒度动漫风格图像内容的精准语义解析与可控生成。具体而言，挑战体现在对高度抽象化、风格化视觉元素（如特定发型、服饰、姿态）的鲁棒性识别，以及基于多标签联合约束的内容生成一致性控制。在构建过程中，挑战主要源于数据源的异构性与标注复杂性：原始图像来自社区驱动的图库，标签体系由用户自由添加，导致标签噪声、不一致性及语义重叠问题突出；同时，数据涉及成人内容分级，需在合规框架下进行严格的伦理与法律审查，确保研究用途的规范性。此外，大规模图像数据的获取、存储与高效检索也对基础设施提出了技术要求。

常用场景

经典使用场景

在生成式人工智能与计算机视觉领域，该数据集以其丰富的动漫风格图像及精细的文本标注，为多模态学习模型提供了关键训练资源。其经典应用场景集中于文本到图像生成任务，研究人员利用其海量的图像-标签对，训练扩散模型或生成对抗网络，以生成高度符合文本描述的动漫风格视觉内容。该数据集在推动可控图像合成技术的发展中扮演了核心角色，使得模型能够精确理解并渲染复杂的角色属性、场景元素与艺术风格。

解决学术问题

该数据集有效应对了动漫风格图像生成研究中数据稀缺与标注粒度不足的挑战。它通过提供大规模、高质量且带有结构化标签的图像，支撑了细粒度条件生成、跨模态对齐以及长尾分布学习等关键学术问题的探索。其意义在于建立了文本与动漫视觉内容之间可靠的语义映射，促进了生成模型在特定艺术风格下的可控性与保真度，对多模态人工智能的理论深化与技术进步产生了深远影响。

实际应用

该数据集的实际应用已延伸至数字内容创作、游戏开发及娱乐产业。基于此数据集训练的模型，能够辅助艺术家快速生成角色设计草图、场景概念图或宣传素材，显著提升创作效率。在游戏行业，它可用于自动生成非玩家角色的多样化外观或背景资产。此外，该数据集也为个性化内容推荐、虚拟偶像形象定制等新兴应用提供了底层技术支持，推动了创意产业的智能化转型。

数据集最近研究

最新研究方向

在生成式人工智能与计算机视觉领域，基于大规模图像标注数据集的深度学习方法正不断演进。deepghs/hfcache_test_target_repo数据集作为包含丰富元标签的动漫风格图像集合，其前沿研究聚焦于多模态内容理解与生成模型的优化。研究者们利用此类数据集探索细粒度标签与视觉特征的关联性，以提升生成模型在风格一致性、语义可控性及内容安全过滤方面的性能。当前热点事件如稳定扩散等开源模型的广泛应用，进一步推动了针对特定艺术风格数据集的微调与评估工作。该数据集为动漫图像生成、标签系统自动化及内容审核算法提供了关键基准，对促进生成式AI在创意产业中的可靠应用具有显著意义。