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RECOGNITION OF OBJECTS IN IMAGES WITH EQUIVARIANCE OR INVARIANCE IN RELATION TO THE OBJECT SIZE

机译:与对象大小相关的标准或不变性的图像中的对象的识别

摘要

A method for recognizing at least one object in at least one input image. In the method, a template image of the object is processed by a first convolutional neural network (CNN) to form at least one template feature map; the input image is processed by a second CNN to form at least one input feature map; the at least one template feature map is compared to the at least one input feature map; it is evaluated from the result of the comparison whether and possibly at which position the object is contained in the input image, the convolutional neural networks each containing multiple convolutional layers, and at least one of the convolutional layers being at least partially formed from at least two filters, which are convertible into one another by a scaling operation.
机译:一种用于识别至少一个输入图像中的至少一个对象的方法。 在该方法中,由第一卷积神经网络(CNN)处理对象的模板图像以形成至少一个模板特征图; 输入图像由第二CNN处理,以形成至少一个输入特征图; 将至少一个模板特征映射与至少一个输入特征图进行比较; 从比较的结果评估是否在输入图像中包含对象的位置,每个卷积神经网络含有多个卷积层,并且至少一个卷积层至少至少部分地形成 两个过滤器,通过缩放操作彼此互换。

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