RDD2022数据清洗与转换[源码]

上传者: water | 上传时间: 2025-11-13 18:16:48 | 文件大小: 51KB | 文件类型: ZIP
本文详细介绍了如何对RDD2022道路损伤数据集进行数据清洗与格式转换,使其适用于YOLO模型。RDD2022数据集包含超过两万张图片,但原始格式不符合YOLO要求且存在大量无标注图片。文章从数据集下载开始,逐步指导解压文件、去除无标注图片、统一文件目录结构,并将XML标注转换为YOLO所需的格式。此外,还提供了按国家划分训练集和验证集(7:3比例)的方法,并附有完整的Python代码实现。整个过程包括解压原始数据、清洗无用文件、转换标注格式以及最终数据集划分,最终生成可直接用于YOLO训练的my_data文件夹。

文件下载

资源详情

[{"title":"( 47 个子文件 51KB ) RDD2022数据清洗与转换[源码]","children":[{"title":"hkraKxKgZ1au6usCux25-master-68406a9a8f1ee62db4b664e7c3618b4c804849f0","children":[{"title":"main_simple.py <span style='color:#111;'> 3.85KB </span>","children":null,"spread":false},{"title":"main_fixed.py <span style='color:#111;'> 15.53KB </span>","children":null,"spread":false},{"title":"RDD2022_all_countries","children":[{"title":"China_Drone","children":[{"title":"train","children":[{"title":"images","children":[{"title":"sample_2.jpg <span style='color:#111;'> 5.30KB </span>","children":null,"spread":false},{"title":"sample_1.jpg <span style='color:#111;'> 5.30KB </span>","children":null,"spread":false},{"title":"sample_4.jpg <span style='color:#111;'> 5.30KB </span>","children":null,"spread":false},{"title":"sample_0.jpg <span style='color:#111;'> 5.30KB </span>","children":null,"spread":false},{"title":"sample_3.jpg <span style='color:#111;'> 5.30KB </span>","children":null,"spread":false}],"spread":true},{"title":"annotations","children":[{"title":"xmls","children":[{"title":"sample_3.xml <span style='color:#111;'> 262B </span>","children":null,"spread":false},{"title":"sample_1.xml <span style='color:#111;'> 262B </span>","children":null,"spread":false},{"title":"sample_2.xml <span style='color:#111;'> 262B </span>","children":null,"spread":false},{"title":"sample_4.xml <span style='color:#111;'> 262B </span>","children":null,"spread":false},{"title":"sample_0.xml <span style='color:#111;'> 262B </span>","children":null,"spread":false}],"spread":true}],"spread":true}],"spread":true}],"spread":true},{"title":"new_China_Drone","children":[{"title":"Annotations","children":[{"title":"sample_3.xml <span style='color:#111;'> 262B </span>","children":null,"spread":false},{"title":"sample_1.xml <span style='color:#111;'> 262B </span>","children":null,"spread":false},{"title":"sample_2.xml <span style='color:#111;'> 262B </span>","children":null,"spread":false},{"title":"sample_0.xml <span style='color:#111;'> 262B </span>","children":null,"spread":false}],"spread":true},{"title":"JPEGImages","children":[{"title":"sample_2.jpg <span style='color:#111;'> 5.30KB </span>","children":null,"spread":false},{"title":"sample_1.jpg <span style='color:#111;'> 5.30KB </span>","children":null,"spread":false},{"title":"sample_0.jpg <span style='color:#111;'> 5.30KB </span>","children":null,"spread":false},{"title":"sample_3.jpg <span style='color:#111;'> 5.30KB </span>","children":null,"spread":false}],"spread":true}],"spread":true}],"spread":true},{"title":"create_sample_data.py <span style='color:#111;'> 3.19KB </span>","children":null,"spread":false},{"title":"new_train","children":[{"title":"jpegimages","children":[{"title":"sample_2.jpg <span style='color:#111;'> 5.30KB </span>","children":null,"spread":false},{"title":"sample_1.jpg <span style='color:#111;'> 5.30KB </span>","children":null,"spread":false},{"title":"sample_0.jpg <span style='color:#111;'> 5.30KB </span>","children":null,"spread":false},{"title":"sample_3.jpg <span style='color:#111;'> 5.30KB </span>","children":null,"spread":false}],"spread":true},{"title":"labels","children":[{"title":"sample_3.txt <span style='color:#111;'> 45B </span>","children":null,"spread":false},{"title":"sample_0.txt <span style='color:#111;'> 46B </span>","children":null,"spread":false},{"title":"sample_2.txt <span style='color:#111;'> 58B </span>","children":null,"spread":false},{"title":"sample_1.txt <span style='color:#111;'> 58B </span>","children":null,"spread":false}],"spread":true},{"title":"annotations","children":[{"title":"sample_3.xml <span style='color:#111;'> 262B </span>","children":null,"spread":false},{"title":"sample_1.xml <span style='color:#111;'> 262B </span>","children":null,"spread":false},{"title":"sample_2.xml <span style='color:#111;'> 262B </span>","children":null,"spread":false},{"title":"sample_0.xml <span style='color:#111;'> 262B </span>","children":null,"spread":false}],"spread":true}],"spread":true},{"title":"main.py <span style='color:#111;'> 15.59KB </span>","children":null,"spread":false},{"title":"main_modified.py <span style='color:#111;'> 13.07KB </span>","children":null,"spread":false},{"title":"xml2yolo_damage.txt <span style='color:#111;'> 248B </span>","children":null,"spread":false},{"title":"RDD2022.zip <span style='color:#111;'> 7.01KB </span>","children":null,"spread":false},{"title":"index.html <span style='color:#111;'> 14.70KB </span>","children":null,"spread":false},{"title":".inscode <span style='color:#111;'> 69B </span>","children":null,"spread":false},{"title":"my_data","children":[{"title":"labels","children":[{"title":"val","children":[{"title":"sample_3.txt <span style='color:#111;'> 45B </span>","children":null,"spread":false},{"title":"sample_0.txt <span style='color:#111;'> 46B </span>","children":null,"spread":false}],"spread":false},{"title":"train","children":[{"title":"sample_2.txt <span style='color:#111;'> 58B </span>","children":null,"spread":false},{"title":"sample_1.txt <span style='color:#111;'> 58B </span>","children":null,"spread":false}],"spread":false}],"spread":true},{"title":"images","children":[{"title":"val","children":[{"title":"sample_0.jpg <span style='color:#111;'> 5.30KB </span>","children":null,"spread":false},{"title":"sample_3.jpg <span style='color:#111;'> 5.30KB </span>","children":null,"spread":false}],"spread":false},{"title":"train","children":[{"title":"sample_2.jpg <span style='color:#111;'> 5.30KB </span>","children":null,"spread":false},{"title":"sample_1.jpg <span style='color:#111;'> 5.30KB </span>","children":null,"spread":false}],"spread":false}],"spread":false}],"spread":true}],"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