首页 深度学习+二维码数据集+二维码识别+yolov5自定义数据集

深度学习+二维码数据集+二维码识别+yolov5自定义数据集

上传者： m0_37556124 | 上传时间： 2024-08-16 15:02:21 | 文件大小： 85.36MB | 文件类型： ZIP
深度学习是一种人工智能领域的核心技术，它通过模仿人脑神经网络的工作方式来解决复杂问题，尤其在图像识别、自然语言处理和声音识别等领域表现出强大的能力。在这个项目中，我们重点关注的是利用深度学习进行二维码识别，这是一个实际应用广泛的任务，比如在物流、广告、产品追踪等领域。 "二维码数据集"是训练深度学习模型的关键。一个数据集是模型学习的基础，它包含了大量的训练样本，这些样本通常由真实的二维码图片和对应的标签（即每个二维码的含义）组成。在本案例中，数据集可能已经被标注为VOC格式，这是一种常用的目标检测数据集标注格式，包括边界框信息和类别标签。 "二维码识别"是这个项目的核心任务。二维码（Quick Response Code）是一种二维条形码，能够存储各种类型的信息，如文本、URL、联系人信息等。识别二维码的过程涉及到对图像的预处理、特征提取、分类器的运用等步骤。使用深度学习，尤其是卷积神经网络（CNN），可以自动学习二维码的特征并进行识别，提高了识别的准确性和效率。 "yolov5自定义数据集"指的是使用YOLOv5模型进行训练，YOLO（You Only Look Once）是一种实时目标检测系统，因其快速且准确的性能而广受欢迎。YOLOv5是YOLO系列的最新版本，改进了前几代的性能，包括更快的训练速度和更高的精度。自定义数据集意味着我们将使用提供的二维码数据集来替代原版模型的训练数据，使模型能适应特定的二维码识别任务。 在项目中，有两个关键脚本："voc_label.py" 和 "split_train_val.py"。"voc_label.py" 可能是用来将VOC格式的数据转换为YOLO格式的工具，因为YOLO模型通常需要YOLO格式的标注数据，这种格式包含边界框坐标和类别信息。"split_train_val.py" 则可能用于将数据集分割成训练集和验证集，这是深度学习模型训练中的标准步骤，训练集用于训练模型，验证集用于评估模型在未见过的数据上的表现。 "Annotations" 文件夹很可能包含了VOC数据集中所有的标注信息，每张图片对应一个XML文件，详细描述了图像中的二维码位置和类别。而"images" 文件夹则存放着实际的二维码图片，这些图片将被用于训练和测试模型。 这个项目旨在利用深度学习，特别是YOLOv5框架，对二维码进行识别。通过创建和训练自定义数据集，我们可以构建一个专门针对二维码的高效识别系统。从数据预处理到模型训练，再到评估和优化，整个过程都需要严谨的工程实践和理论知识，以确保模型在实际应用中的效果。

文件下载

资源详情

[{"title":"（ 2000 个子文件 85.36MB ） 深度学习+二维码数据集+二维码识别+yolov5自定义数据集","children":[{"title":"QR-00502.jpeg <span style='color:#111;'> 323.53KB </span>","children":null,"spread":false},{"title":"QR-00356.jpeg <span style='color:#111;'> 83.38KB </span>","children":null,"spread":false},{"title":"QR-00355.jpeg <span style='color:#111;'> 19.73KB </span>","children":null,"spread":false},{"title":"QR-00339.jpeg <span style='color:#111;'> 16.07KB </span>","children":null,"spread":false},{"title":"QR-00126.jpg <span style='color:#111;'> 5.78MB </span>","children":null,"spread":false},{"title":"QR-00591.jpg <span style='color:#111;'> 2.20MB </span>","children":null,"spread":false},{"title":"QR-00063.jpg <span style='color:#111;'> 1.78MB </span>","children":null,"spread":false},{"title":"QR-00052.jpg <span style='color:#111;'> 1.21MB </span>","children":null,"spread":false},{"title":"QR-00509.jpg <span style='color:#111;'> 1.07MB </span>","children":null,"spread":false},{"title":"QR-00139.jpg <span style='color:#111;'> 949.89KB </span>","children":null,"spread":false},{"title":"QR-00378.jpg <span style='color:#111;'> 943.31KB </span>","children":null,"spread":false},{"title":"QR-00109.jpg <span style='color:#111;'> 850.75KB </span>","children":null,"spread":false},{"title":"QR-00106.jpg <span style='color:#111;'> 727.33KB </span>","children":null,"spread":false},{"title":"QR-00588.jpg <span style='color:#111;'> 579.39KB </span>","children":null,"spread":false},{"title":"QR-00445.jpg <span style='color:#111;'> 509.12KB </span>","children":null,"spread":false},{"title":"QR-00555.jpg <span style='color:#111;'> 505.66KB </span>","children":null,"spread":false},{"title":"QR-00022.jpg <span style='color:#111;'> 503.81KB </span>","children":null,"spread":false},{"title":"QR-00170.jpg <span style='color:#111;'> 488.85KB </span>","children":null,"spread":false},{"title":"QR-00295.jpg <span style='color:#111;'> 488.79KB </span>","children":null,"spread":false},{"title":"QR-00480.jpg <span style='color:#111;'> 483.21KB </span>","children":null,"spread":false},{"title":"QR-00647.jpg <span style='color:#111;'> 461.99KB </span>","children":null,"spread":false},{"title":"QR-00017.jpg <span style='color:#111;'> 451.70KB </span>","children":null,"spread":false},{"title":"QR-00051.jpg <span style='color:#111;'> 446.36KB </span>","children":null,"spread":false},{"title":"QR-00981.jpg <span style='color:#111;'> 442.16KB </span>","children":null,"spread":false},{"title":"QR-00165.jpg <span style='color:#111;'> 433.01KB </span>","children":null,"spread":false},{"title":"QR-00432.jpg <span style='color:#111;'> 418.34KB </span>","children":null,"spread":false},{"title":"QR-00893.jpg <span style='color:#111;'> 412.12KB </span>","children":null,"spread":false},{"title":"QR-00645.jpg <span style='color:#111;'> 360.30KB </span>","children":null,"spread":false},{"title":"QR-00334.jpg <span style='color:#111;'> 349.29KB </span>","children":null,"spread":false},{"title":"QR-00138.jpg <span style='color:#111;'> 345.35KB </span>","children":null,"spread":false},{"title":"QR-00142.jpg <span style='color:#111;'> 337.85KB </span>","children":null,"spread":false},{"title":"QR-00196.jpg <span style='color:#111;'> 332.01KB </span>","children":null,"spread":false},{"title":"QR-00211.jpg <span style='color:#111;'> 330.92KB </span>","children":null,"spread":false},{"title":"QR-00189.jpg <span style='color:#111;'> 328.05KB </span>","children":null,"spread":false},{"title":"QR-00360.jpg <span style='color:#111;'> 321.37KB </span>","children":null,"spread":false},{"title":"QR-00043.jpg <span style='color:#111;'> 311.85KB </span>","children":null,"spread":false},{"title":"QR-00164.jpg <span style='color:#111;'> 311.24KB </span>","children":null,"spread":false},{"title":"QR-00453.jpg <span style='color:#111;'> 300.88KB </span>","children":null,"spread":false},{"title":"QR-00216.jpg <span style='color:#111;'> 299.73KB </span>","children":null,"spread":false},{"title":"QR-00131.jpg <span style='color:#111;'> 296.18KB </span>","children":null,"spread":false},{"title":"QR-00254.jpg <span style='color:#111;'> 289.79KB </span>","children":null,"spread":false},{"title":"QR-00140.jpg <span style='color:#111;'> 287.64KB </span>","children":null,"spread":false},{"title":"QR-00223.jpg <span style='color:#111;'> 287.24KB </span>","children":null,"spread":false},{"title":"QR-00228.jpg <span style='color:#111;'> 282.19KB </span>","children":null,"spread":false},{"title":"QR-00869.jpg <span style='color:#111;'> 278.27KB </span>","children":null,"spread":false},{"title":"QR-00540.jpg <span style='color:#111;'> 276.04KB </span>","children":null,"spread":false},{"title":"QR-00333.jpg <span style='color:#111;'> 272.28KB </span>","children":null,"spread":false},{"title":"QR-00125.jpg <span style='color:#111;'> 264.20KB </span>","children":null,"spread":false},{"title":"QR-00262.jpg <span style='color:#111;'> 255.77KB </span>","children":null,"spread":false},{"title":"QR-00206.jpg <span style='color:#111;'> 252.37KB </span>","children":null,"spread":false},{"title":"QR-00237.jpg <span style='color:#111;'> 251.87KB </span>","children":null,"spread":false},{"title":"QR-00274.jpg <span style='color:#111;'> 248.69KB </span>","children":null,"spread":false},{"title":"QR-00205.jpg <span style='color:#111;'> 247.93KB </span>","children":null,"spread":false},{"title":"QR-00990.jpg <span style='color:#111;'> 243.37KB </span>","children":null,"spread":false},{"title":"QR-00235.jpg <span style='color:#111;'> 234.61KB </span>","children":null,"spread":false},{"title":"QR-00449.jpg <span style='color:#111;'> 229.32KB </span>","children":null,"spread":false},{"title":"QR-00215.jpg <span style='color:#111;'> 223.50KB </span>","children":null,"spread":false},{"title":"QR-00013.jpg <span style='color:#111;'> 223.42KB </span>","children":null,"spread":false},{"title":"QR-00202.jpg <span style='color:#111;'> 222.79KB </span>","children":null,"spread":false},{"title":"QR-00483.jpg <span style='color:#111;'> 220.67KB </span>","children":null,"spread":false},{"title":"QR-00439.jpg <span style='color:#111;'> 217.66KB </span>","children":null,"spread":false},{"title":"QR-00281.jpg <span style='color:#111;'> 215.81KB </span>","children":null,"spread":false},{"title":"QR-00147.jpg <span style='color:#111;'> 215.12KB </span>","children":null,"spread":false},{"title":"QR-00436.jpg <span style='color:#111;'> 212.69KB </span>","children":null,"spread":false},{"title":"QR-00724.jpg <span style='color:#111;'> 210.33KB </span>","children":null,"spread":false},{"title":"QR-00201.jpg <span style='color:#111;'> 205.94KB </span>","children":null,"spread":false},{"title":"QR-00422.jpg <span style='color:#111;'> 204.01KB </span>","children":null,"spread":false},{"title":"QR-00208.jpg <span style='color:#111;'> 202.31KB </span>","children":null,"spread":false},{"title":"QR-00207.jpg <span style='color:#111;'> 202.31KB </span>","children":null,"spread":false},{"title":"QR-00214.jpg <span style='color:#111;'> 200.29KB </span>","children":null,"spread":false},{"title":"QR-00362.jpg <span style='color:#111;'> 199.46KB </span>","children":null,"spread":false},{"title":"QR-00800.jpg <span style='color:#111;'> 196.28KB </span>","children":null,"spread":false},{"title":"QR-00682.jpg <span style='color:#111;'> 196.28KB </span>","children":null,"spread":false},{"title":"QR-00734.jpg <span style='color:#111;'> 196.26KB </span>","children":null,"spread":false},{"title":"QR-00381.jpg <span style='color:#111;'> 195.37KB </span>","children":null,"spread":false},{"title":"QR-00250.jpg <span style='color:#111;'> 194.76KB </span>","children":null,"spread":false},{"title":"QR-00217.jpg <span style='color:#111;'> 194.64KB </span>","children":null,"spread":false},{"title":"QR-00219.jpg <span style='color:#111;'> 192.47KB </span>","children":null,"spread":false},{"title":"QR-00463.jpg <span style='color:#111;'> 191.74KB </span>","children":null,"spread":false},{"title":"QR-00220.jpg <span style='color:#111;'> 191.31KB </span>","children":null,"spread":false},{"title":"QR-00021.jpg <span style='color:#111;'> 190.74KB </span>","children":null,"spread":false},{"title":"QR-00358.jpg <span style='color:#111;'> 188.31KB </span>","children":null,"spread":false},{"title":"QR-00188.jpg <span style='color:#111;'> 187.72KB </span>","children":null,"spread":false},{"title":"QR-00174.jpg <span style='color:#111;'> 186.86KB </span>","children":null,"spread":false},{"title":"QR-01100.jpg <span style='color:#111;'> 184.04KB </span>","children":null,"spread":false},{"title":"QR-00238.jpg <span style='color:#111;'> 183.90KB </span>","children":null,"spread":false},{"title":"QR-00778.jpg <span style='color:#111;'> 183.47KB </span>","children":null,"spread":false},{"title":"QR-00059.jpg <span style='color:#111;'> 182.41KB </span>","children":null,"spread":false},{"title":"QR-00457.jpg <span style='color:#111;'> 180.45KB </span>","children":null,"spread":false},{"title":"QR-00329.jpg <span style='color:#111;'> 180.08KB </span>","children":null,"spread":false},{"title":"QR-00754.jpg <span style='color:#111;'> 178.33KB </span>","children":null,"spread":false},{"title":"QR-00204.jpg <span style='color:#111;'> 175.96KB </span>","children":null,"spread":false},{"title":"QR-00218.jpg <span style='color:#111;'> 175.94KB </span>","children":null,"spread":false},{"title":"QR-00087.jpg <span style='color:#111;'> 175.88KB </span>","children":null,"spread":false},{"title":"QR-00179.jpg <span style='color:#111;'> 175.56KB </span>","children":null,"spread":false},{"title":"QR-00705.jpg <span style='color:#111;'> 174.83KB </span>","children":null,"spread":false},{"title":"QR-00474.jpg <span style='color:#111;'> 174.72KB </span>","children":null,"spread":false},{"title":"QR-00198.jpg <span style='color:#111;'> 173.32KB </span>","children":null,"spread":false},{"title":"QR-00197.jpg <span style='color:#111;'> 173.32KB </span>","children":null,"spread":false},{"title":"QR-00402.jpg <span style='color:#111;'> 172.70KB </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

其他资源

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

个人信息

下载历史

相关资源标签

热门下载

最新下载