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METHODS AND SYSTEMS FOR VISUAL RECOGNITION USING TRIPLET LOSS

机译:三重损失的视觉识别方法和系统

摘要

Methods, systems, and computer-readable mediums storing computer executable code for visual recognition implementing a triplet loss function are provided. The method include receiving an image generated from an image source associated with a vehicle. The method may also include analyzing the image based on a convolutional neural network. The convolutional neural network may apply both a triplet loss function and a softmax loss function to the image to determine classification logits. The method may also include classifying the image into a predetermined class distribution based upon the determined classification logits. The method may also include instructing the vehicle to perform a specific task based upon the classified image.
机译:提供了用于存储实现三元组损失功能的用于视觉识别的计算机可执行代码的方法,系统和计算机可读介质。该方法包括接收从与车辆相关联的图像源生成的图像。该方法还可以包括基于卷积神经网络分析图像。卷积神经网络可以将三重态损失函数和softmax损失函数应用于图像以确定分类对数。该方法还可以包括基于所确定的分类对数将图像分类为预定的分类分布。该方法还可以包括基于分类的图像指示车辆执行特定任务。

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