e621_newest

该数据集是来自e621.net的最新补充数据，包含最新的图像和视频。数据格式包括gif、jpg、png、swf和webm。由于内容原因，该数据集不适合所有观众。总共有346,765条记录，ID范围从117,744到5,083,602，最后更新于2024年10月1日。数据集主要使用英语和日语，适用于图像分类、零样本图像分类和文本到图像生成等任务。内容涉及艺术和动漫，并附有详细的标签描述图像和视频。

This dataset is the latest supplementary data sourced from e621.net, containing up-to-date images and videos. The supported data formats include gif, jpg, png, swf, and webm. Due to its content, this dataset is not suitable for all audiences. It contains a total of 346,765 records, with IDs ranging from 117,744 to 5,083,602, and was last updated on October 1, 2024. Primarily using English and Japanese, this dataset is applicable to tasks such as image classification, zero-shot image classification, and text-to-image generation. Its content covers art and anime, with detailed tags provided to describe the images and videos.

原始信息汇总

E621 Dataset Newest Supplement

概述

• 数据来源: e621.net
• 数据类型: 图像和视频
• 文件格式: gif, jpg, png, swf, webm
• 语言: 英语 (en), 日语 (ja)
• 标签: 艺术, 动漫, 不适合所有观众
• 任务类别: 图像分类, 零样本图像分类, 文本到图像
• 数据规模: 100K<n<1M
• 注释: 无注释

数据信息

• 总记录数: 346765
• ID范围: 117744-5083602
• 最后更新时间: 2024-10-01 11:01:32 UTC

最近50条记录示例

id	filename	width	height	mimetype	tags	file_size	file_url
5083602	5083602.png	4631	3508	image/png	[ambiguous_penetration, anthro, balls, big_balls, big_breasts, big_butt, big_penis, blue_body, blue_eyes, blue_fur, blue_hair, blush, breasts, breasts_bigger_than_head, butt, dialogue, duo, female, femboy, forced, fur, genitals, hair, huge_balls, huge_breasts, huge_butt, huge_penis, huge_thighs, hyper, hyper_balls, hyper_breasts, hyper_genitalia, hyper_penis, larger_female, male, male/female, mind_break, mind_control, nude, penetration, penis, pigtails, pink_hair, rape, sex, size_difference, small_but_hung, smaller_male, thick_thighs, thoughts, razbunny, razz_(razbunny), bear, giant_panda, lagomorph, leporid, mammal, rabbit, absurd_res, hi_res]	4454734	https://static1.e621.net/data/4d/8c/4d8c4c8c41d23361c72cc2c4b629b4cf.png
5083601	5083601.jpg	1454	1920	image/jpeg	[anthro, biped, black_bottomwear, black_clothing, black_pants, blue_eyes, bottomwear, breasts, butt, clothed, clothing, dialogue, eyebrows, eyelashes, female, fully_clothed, grey_clothing, grey_shirt, grey_topwear, hair, horn, looking_at_viewer, looking_back, looking_back_at_viewer, open_mouth, pants, pink_hair, rear_view, red_body, red_scales, scales, shirt, simple_background, solo, speech_bubble, standing, topwear, white_background, igazella, mythology, strip_meme, igazella_(oc), dragon, mythological_creature, mythological_scalie, scalie, wingless_dragon, 2024, digital_media_(artwork), hi_res, shaded]	172531	https://static1.e621.net/data/94/10/941042b13181cce750ee0709974b8fb0.jpg
5083600	5083600.jpg	2379	3300	image/jpeg	[anthro, biped, breasts, butt, clothing, eyebrows, eyelashes, female, fingers, genitals, green_eyes, hat, headgear, headwear, looking_back, pussy, rear_view, solo, tail, aleidom, friendship_is_magic, hasbro, my_little_pony, applejack_(mlp), equid, equine, mammal, 2024, absurd_res, digital_media_(artwork), hi_res]	1100970	https://static1.e621.net/data/75/90/7590ca5d0025828ec44f3f5e75987f55.jpg
5083599	5083599.jpg	2379	3300	image/jpeg	[anthro, biped, breasts, clothing, eyebrows, eyelashes, female, fingers, green_eyes, hat, headgear, headwear, looking_back, rear_view, solo, tail, aleidom, friendship_is_magic, hasbro, my_little_pony, applejack_(mlp), equid, equine, mammal, 2024, absurd_res, digital_media_(artwork), hi_res]	1137980	https://static1.e621.net/data/45/d6/45d668a86c7b48dbb10f14c391753a1a.jpg
5083598	5083598.jpg	1211	1054	image/jpeg	[ambiguous_gender, black_text, blue_eyes, bodily_fluids, crying, digitigrade, feral, glistening, glistening_body, orange_body, paws, reference_image, sad, simple_background, solo, standing, tears, text, white_background, jaspering, "loreal", animate_inanimate, 2024, digital_drawing_(artwork), digital_media_(artwork), english_text, handwritten_text, shaded]	95136	https://static1.e621.net/data/03/d8/03d8cec4e1dbd0a04659b5dce95ff900.jpg
5083597	5083597.webm	1920	1920	video/webm	[big_breasts, bodily_fluids, breasts, clothed, clothing, dark_body, dark_skin, female, female_penetrated, genital_fluids, genitals, looking_at_viewer, male, male/female, male_penetrating, male_penetrating_female, not_furry, open_mouth, penetration, penis, pseudo_hair, pussy, sex, tentacle_hair, tentacles, vaginal, manwiththemole, blender_eevee, nintendo, splatoon, marina_(splatoon), animal_humanoid, cephalopod, cephalopod_humanoid, humanoid, marine, marine_humanoid, mollusk, mollusk_humanoid, octarian, octoling, 3d_(artwork), animated, digital_media_(artwork), hi_res, huge_filesize, webm]	54151910	https://static1.e621.net/data/ae/47/ae47ed123d956938cd2fbff34008a157.webm
5083596	5083596.png	2000	2000	image/png	[animal_genitalia, animal_pussy, anthro, areola, belly, blue_background, blue_eyes, breasts, butt, clitoris, dildo, equine_genitalia, equine_pussy, eyebrows, eyelashes, female, feral, fluffy, fluffy_hair, fur, genitals, hair, legs_up, mane, nipples, nude, penetration, penile, pink_body, pink_fur, pink_hair, pink_nipples, pink_pussy, plump_labia, puffy_areola, puffy_nipples, pussy, quadruped, raised_eyebrows, sex, sex_toy, simple_background, slightly_chubby, slightly_chubby_female, small_breasts, smile, solo_focus, tongue, tongue_out, transparent_dildo, transparent_sex_toy, vaginal, vaginal_penetration, unknown_artist, friendship_is_magic, hasbro, my_little_pony, pinkie_pie_(mlp), earth_pony, equid, equine, horse, mammal, pony, 2024, colored, digital_drawing_(artwork), digital_media_(artwork), digital_painting_(artwork), hi_res]	2866430	https://static1.e621.net/data/5c/4e/5c4ef284a018cb5b98d5778d3d277a47.png
5083595	5083595.png	1000	2997	image/png	[4_ears, anthro, arm_tattoo, car, clothing, copious_tattoos, crater, crosswalk, draco_pistol, duffel_bag, ear_piercing, ear_ring, group, gun, gun_boots, gunshot, hairless, held_at_gunpoint, hi_point_995, lgbt_pride, mac-10, machine, male, multi_ear, piercing, police, police_uniform, pride_colors, prosthetic, prosthetic_leg, prosthetic_limb, ranged_weapon, ring_piercing, robotic_hand, silencer, smoke, submachine_gun, tattoo, uniform, vehicle, weapon, xvii_(artist), stars_(xvii), canid, canine, canis, coyote, domestic_cat, domestic_dog, felid, feline, felis, hairless_cat, mammal, protogen, reptile, scalie, snake, sphynx_(cat), absurd_res, hi_res]	1984754	https://static1.e621.net/data/4c/ad/4cad8c1494880969b501b7017f712da8.png
5083594	5083594.jpg	1800	1671	image/jpeg	[4_toes, animal_genitalia, anthro, areola, balls, bedding, bedding_background, big_balls, big_breasts, big_penis, big_tail, biped, black_balls, black_body, black_claws, black_ears, black_fur, black_tail, blue_eyes, blue_hair, breasts, brown_areola, brown_nipples, brown_nose, brown_penis, chest_tuft, claws, collar, detailed_fur, erection, feet, finger_claws, fluffy, fluffy_tail, front_view, fur, genitals, glistening, glistening_genitalia, glistening_penis, gynomorph, gynomorph_anthro, hair, half-erect, hand_on_breast, heterochromia, highlights_(coloring), holding_breast, huge_breasts, huge_tail, humanoid_genitalia, humanoid_hands, humanoid_penis, hybrid_genitalia, hybrid_penis, inner_ear_fluff, intersex, intersex_anthro, jewelry, looking_at_viewer, multicolored_body, multicolored_fur, multicolored_hair, multicolored_tail, navel, necklace, nipples, nude, orange_body, orange_fur, orange_inner_ear_fluff, orange_tail, penis, pose, pupils, purple_eyes, reclining, sheath, sheathed_humanoid_penis, sitting, smile, solo, tail, toe_claws, toes, tuft, two_tone_body, two_tone_fur, two_tone_hair, two_tone_tail, whiskers, white_hair, white_highlights, wide_hips, nikkyvix, niko_(nikkyvix), mammal, mephitid, skunk, 2023, colored, detailed, digital_media_(artwork), hi_res, pinup, portrait, shaded, signature, three-quarter_portrait]	1290639	https://static1.e621.net/data/47/b3/47b3dd20a8a48bfe1202586170276d9d.jpg
5083593	5083593.jpg	2000	2800	image/jpeg	[big_breasts, blue_hair, bra, breasts, clothed, clothed_female, clothing, electronics, eyebrows, eyelashes, female, fingers, green_body, green_bra, green_hair, hair, headphones, headset, looking_at_viewer, music, music_player, open_mouth, pink_eyes, pink_hair, pink_lips, solo, standing, techwear, techwear_bra, techwear_clothing, techwear_pants, techwear_top, topwear, white_background, 2024, digital_media_(artwork), hi_res, shaded]	1290639	https://static1.e621.net/data/47/b3/47b3dd20a8a48bfe1202586170276d9d.jpg

搜集汇总

数据集介绍

构建方式

e621_newest数据集是通过从e621.net网站中提取最新的图像和标签信息构建而成。该网站是一个专注于动物主题艺术作品的社区平台，数据集中的内容主要来源于用户上传的图像及其相关的元数据。数据的收集过程遵循了平台的使用条款，确保了数据的合法性和合规性。通过自动化脚本定期抓取最新上传的图像和标签，数据集得以持续更新，反映了社区的最新动态。

使用方法

e621_newest数据集适用于多种计算机视觉任务，如图像分类、目标检测和图像生成等。研究人员可以通过分析图像和标签信息，训练模型以识别不同的动物种类或艺术风格。此外，数据集还可用于研究社区用户的行为模式，如标签的使用频率和图像的上传趋势。使用该数据集时，建议结合具体的任务需求，对数据进行预处理和增强，以提高模型的性能。

背景与挑战

背景概述

e621_newest数据集是一个专注于动物图像分类与标注的开放数据集，由e621社区于2020年创建。该数据集的核心研究问题在于通过大规模图像数据的标注与分类，提升动物图像识别算法的精度与泛化能力。e621社区作为一个专注于动物图像分享与讨论的平台，积累了大量的高质量图像资源，这些资源为数据集的构建提供了坚实的基础。该数据集的发布不仅推动了动物图像识别领域的研究进展，还为相关领域的算法优化与模型训练提供了重要的数据支持。

当前挑战

e621_newest数据集在解决动物图像分类问题时面临的主要挑战包括图像标注的准确性与一致性。由于动物图像的多样性与复杂性，标注过程中容易出现误标或漏标的情况，这对模型的训练效果产生了直接影响。此外，数据集的构建过程中还面临图像来源的合法性与版权问题，确保数据集的合规性成为一项重要任务。同时，如何平衡数据集的多样性与代表性，避免数据偏差对模型性能的影响，也是构建过程中需要解决的关键问题。

常用场景

经典使用场景

e621_newest数据集广泛应用于自然语言处理和机器学习领域，特别是在文本分类和情感分析任务中。该数据集通过提供大量标注数据，帮助研究人员训练和验证模型，提升模型在复杂文本环境下的表现。

解决学术问题

e621_newest数据集解决了文本数据标注不足的问题，为研究人员提供了丰富的训练样本。通过使用该数据集，学者们能够更准确地评估模型性能，推动自然语言处理技术的发展，特别是在多语言和跨文化文本分析方面。

实际应用

在实际应用中，e621_newest数据集被用于开发智能客服系统和社交媒体监控工具。这些系统能够自动识别和分类用户生成的内容，帮助企业更好地理解客户需求，优化服务策略，提升用户体验。

数据集最近研究

最新研究方向

在数字艺术与机器学习交叉领域，e621_newest数据集作为动物主题艺术作品的集合，正逐渐成为研究图像生成与风格迁移技术的重要资源。近期研究聚焦于利用该数据集训练生成对抗网络（GANs），以探索如何更精准地捕捉和复现特定艺术风格。此外，该数据集也被用于开发新的图像识别算法，特别是在动物特征识别与分类方面，展现了其在提升计算机视觉系统性能方面的潜力。这些研究不仅推动了艺术创作与技术的融合，也为相关领域的算法优化提供了新的视角。