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Methods and Devices for Cognitive-based Image Data Analytics in Real Time Comprising Convolutional Neural Network

机译:卷积神经网络中基于认知的图像数据分析方法及装置

摘要

A real time video analytic processor that uses a trained convolutional neural network that embodies algorithms and processing architectures that process a wide variety of sensor images in a fashion that emulates how the human visual path processes and interprets image content. Spatial, temporal, and color content of images are analyzed and the salient features of the images determined. These salient features are compared to the salient features of objects of user interest in order to detect, track, classify, and characterize the activities of the objects. Objects or activities of interest are annotated in the image streams and alerts of critical events are provided to the user. Instantiation of the cognitive processing can be accomplished on multi-FPGA and multi-GPU processing hardware.
机译:实时视频分析处理器,它使用经过训练的卷积神经网络,体现了算法和处理架构,该算法和处理架构以模仿人类视觉路径如何处理和解释图像内容的方式来处理各种传感器图像。分析图像的空间,时间和颜色内容,并确定图像的显着特征。将这些显着特征与用户感兴趣的对象的显着特征进行比较,以便检测,跟踪,分类和表征对象的活动。在图像流中注释感兴趣的对象或活动,并向用户提供关键事件的警报。认知处理的实例化可以在多FPGA和多GPU处理硬件上完成。

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