渣土车数据集(包含训练集2155+验证集539,YOLO格式)

上传者: 43700915 | 上传时间: 2025-08-25 11:42:15 | 文件大小: 243.85MB | 文件类型: ZIP
在现代工业自动化和智能交通系统中,图像识别技术的应用日益广泛。其中,渣土车作为城市建设和土木工程的重要运输工具,其运行监控和安全管理显得尤为重要。为此,开发了一个专用的渣土车数据集,它包含了2155张训练图片和539张验证图片,这些图片均按照YOLO格式进行标注,即“You Only Look Once”系统格式。YOLO是一种流行的实时对象检测系统,它将对象检测任务视为单个回归问题,直接在图像中预测边界框和概率。 该数据集的设计初衷是为了训练和评估计算机视觉算法在渣土车识别领域的表现。YOLO格式的数据集对于训练深度学习模型来说非常高效,因为它将图像划分成一个个网格单元,并预测这些网格单元中可能存在的对象以及这些对象的具体位置。在训练过程中,网络会对每一个网格单元预测B个边界框,每个边界框包含五个参数:x, y, w, h和置信度。其中,x, y表示边界框中心点相对于网格单元边界的位置,w和h分别是边界框的宽度和高度,置信度则是指边界框内含对象的概率与边界框准确性的乘积。 此外,每个边界框还对应一个条件类别概率数组,用于衡量边界框中是否包含某个类别的对象。YOLO的这种设计极大地提升了检测速度,并且在保持相对较高准确性的前提下,可实现实时的对象检测。这对于需要即时反馈的应用场景尤为重要,例如,交通监控、自动驾驶辅助系统等。 该数据集的制作涉及到了图像采集、预处理、标注等多个步骤。收集了大量渣土车在各种环境和条件下的图片,例如白天和夜晚、晴天和雨天、不同的背景等。对这些图片进行预处理,包括调整分辨率、增强对比度、裁剪和旋转等,以提高模型的泛化能力。根据YOLO格式的要求,对每张图片中的渣土车进行精确标注,标注内容包括渣土车的位置(边界框)以及类别信息。 使用该数据集训练的模型,可以应用于多种场景,比如城市交通监控系统中自动检测渣土车的违章行为,或是建筑工地的出入管理系统中,对渣土车进行计数和安全管理。数据集的发布对于促进相关领域的研究和应用具有重要意义,它能够帮助研究者和开发者快速建立起高效的检测系统,减少从零开始收集数据和构建模型的时间成本。 由于渣土车的数据集具有明确的应用目标和高质量的标注,该数据集也为深度学习和计算机视觉领域的研究者们提供了一个宝贵的资源。它不仅能够作为训练模型的基础,也能够用于评估新算法的性能,特别是在复杂背景和多样条件下的对象检测能力。 渣土车数据集是一个包含了大量精准标注的图片资源,专为YOLO格式对象检测系统设计,具有极高的实用价值和研究意义,能够有效促进交通监控和智能运输系统的智能化升级。

文件下载

资源详情

[{"title":"( 2000 个子文件 243.85MB ) 渣土车数据集(包含训练集2155+验证集539,YOLO格式)","children":[{"title":"rec0001.txt <span style='color:#111;'> 390B </span>","children":null,"spread":false},{"title":"rec0201.txt <span style='color:#111;'> 351B </span>","children":null,"spread":false},{"title":"rec0804.txt <span style='color:#111;'> 351B </span>","children":null,"spread":false},{"title":"rec0204.txt <span style='color:#111;'> 312B </span>","children":null,"spread":false},{"title":"src1200.txt <span style='color:#111;'> 312B </span>","children":null,"spread":false},{"title":"rec0814.txt <span style='color:#111;'> 312B </span>","children":null,"spread":false},{"title":"rec0146.txt <span style='color:#111;'> 273B </span>","children":null,"spread":false},{"title":"src1030.txt <span style='color:#111;'> 273B </span>","children":null,"spread":false},{"title":"rec0215.txt <span style='color:#111;'> 273B </span>","children":null,"spread":false},{"title":"rec0857.txt <span style='color:#111;'> 273B </span>","children":null,"spread":false},{"title":"rec0197.txt <span style='color:#111;'> 273B </span>","children":null,"spread":false},{"title":"rec0200.txt <span style='color:#111;'> 273B </span>","children":null,"spread":false},{"title":"rec0147.txt <span style='color:#111;'> 273B </span>","children":null,"spread":false},{"title":"src0807.txt <span style='color:#111;'> 273B </span>","children":null,"spread":false},{"title":"rec0186.txt <span style='color:#111;'> 273B </span>","children":null,"spread":false},{"title":"src1218.txt <span style='color:#111;'> 273B </span>","children":null,"spread":false},{"title":"rec0782.txt <span style='color:#111;'> 273B </span>","children":null,"spread":false},{"title":"src1069.txt <span style='color:#111;'> 273B </span>","children":null,"spread":false},{"title":"rec0194.txt <span style='color:#111;'> 273B </span>","children":null,"spread":false},{"title":"rec0208.txt <span style='color:#111;'> 273B </span>","children":null,"spread":false},{"title":"src0778.txt <span style='color:#111;'> 273B </span>","children":null,"spread":false},{"title":"rec0196.txt <span style='color:#111;'> 273B </span>","children":null,"spread":false},{"title":"rec0846.txt <span style='color:#111;'> 273B </span>","children":null,"spread":false},{"title":"rec0199.txt <span style='color:#111;'> 273B </span>","children":null,"spread":false},{"title":"rec0140.txt <span style='color:#111;'> 273B </span>","children":null,"spread":false},{"title":"rec0214.txt <span style='color:#111;'> 273B </span>","children":null,"spread":false},{"title":"src0246.txt <span style='color:#111;'> 266B </span>","children":null,"spread":false},{"title":"rec0213.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"src1398.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0139.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0225.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0182.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0154.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0180.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"src1068.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0729.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0641.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0157.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0143.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0193.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0741.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0209.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0206.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0336.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0879.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0190.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0156.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"src1165.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0519.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0191.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0718.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0137.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0752.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0890.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0347.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0707.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0195.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"src1224.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0541.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"src0545.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0921.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0685.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0185.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0138.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0912.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"rec0211.txt <span style='color:#111;'> 234B </span>","children":null,"spread":false},{"title":"src0231.txt <span style='color:#111;'> 228B </span>","children":null,"spread":false},{"title":"src0119.txt <span style='color:#111;'> 228B </span>","children":null,"spread":false},{"title":"rec0212.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"rec0674.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"rec0552.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"src0679.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"rec0149.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"rec0151.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"rec0585.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"src1035.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"src0595.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"rec0222.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"rec0574.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"src0364.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"rec0563.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"rec0150.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"rec0183.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"rec0275.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"rec0155.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"rec0763.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"rec0279.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"rec0276.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"src0522.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"rec0350.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"rec0596.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"rec0924.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"rec0277.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"rec0868.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"rec0136.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"rec0696.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"rec0314.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"src1096.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"src1079.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"rec0152.txt <span style='color:#111;'> 195B </span>","children":null,"spread":false},{"title":"......","children":null,"spread":false},{"title":"<span style='color:steelblue;'>文件过多,未全部展示</span>","children":null,"spread":false}],"spread":true}]

评论信息

免责申明

【只为小站】的资源来自网友分享,仅供学习研究,请务必在下载后24小时内给予删除,不得用于其他任何用途,否则后果自负。基于互联网的特殊性,【只为小站】 无法对用户传输的作品、信息、内容的权属或合法性、合规性、真实性、科学性、完整权、有效性等进行实质审查;无论 【只为小站】 经营者是否已进行审查,用户均应自行承担因其传输的作品、信息、内容而可能或已经产生的侵权或权属纠纷等法律责任。
本站所有资源不代表本站的观点或立场,基于网友分享,根据中国法律《信息网络传播权保护条例》第二十二条之规定,若资源存在侵权或相关问题请联系本站客服人员,zhiweidada#qq.com,请把#换成@,本站将给予最大的支持与配合,做到及时反馈和处理。关于更多版权及免责申明参见 版权及免责申明