Annotated Tyre Image Dataset for Machine Learning-Based Life Prediction

This dataset consists of high-resolution images of vehicle tyres that have been acquired in various states of usage. The images have been gathered and labeled for machine learning and computer vision research in the classification of tyre health and prediction of residual life.
Each image has been labeled with relevant metadata, such as usage history when applicable. Researchers and developers can use this dataset to train and develop convolutional neural networks to classify images as either “defective/good,” while also extending models to continuous regression-based prediction tasks as the model predicts remaining life of the tyre.

本数据集涵盖处于不同使用状态的车辆轮胎高分辨率图像。这些图像已完成收集与标注，用于支撑机器学习与计算机视觉领域中，针对轮胎健康状态分类及剩余使用寿命预测的相关研究。每张图像均附带相关元数据标注，若适用则包含使用历史记录。研究人员与开发者可借助本数据集训练并开发卷积神经网络（Convolutional Neural Network），将图像分类为"存在缺陷/状态良好"两类；同时还可将模型拓展至基于连续回归的预测任务，以实现轮胎剩余使用寿命的预测。