首页> 外国专利> Method and computing device for generating image data set to be used for hazard detection and learning method and learning device using the same

Method and computing device for generating image data set to be used for hazard detection and learning method and learning device using the same

机译:用于生成用于危害检测和学习的图像数据集的方法和计算设备以及使用该方法的学习设备

摘要

A method for generating at least one image data set for training to be used for a CNN capable of detecting objects in an input image is provided for improving hazard detection while driving. The method includes steps of: a computing device (a) acquiring a first label image in which edge parts are set on boundaries between the objects and a background and different label values are assigned corresponding to the objects and the background; (b) generating an edge image by extracting edge parts from the first label image; (c) generating a second label image by merging the first label image with a reinforced edge image, generated by assigning weights to the extracted edge parts; and (d) storing the input image and the second label image as the image data set. Further, the method allows a degree of detecting traffic sign, landmark, road marker and the like to be increased.
机译:提供了一种用于生成至少一个用于训练的图像数据集的方法,该图像数据集用于能够检测输入图像中的对象的CNN,以改善驾驶时的危险检测。该方法包括以下步骤:计算设备(a)获取第一标签图像,其中边缘部分设置在对象和背景之间的边界上,并且对应于对象和背景分配不同的标签值; (b)通过从第一标签图像中提取边缘部分来生成边缘图像; (c)通过将第一标签图像与通过将权重分配给提取的边缘部分而生成的增强边缘图像合并来生成第二标签图像; (d)将输入图像和第二标签图像存储为图像数据集。此外,该方法允许增加检测交通标志,地标,道路标记等的程度。

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