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Human Activity Recognition System

机译:人类活动识别系统

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摘要

Activity Recognition is a computer software program or a hardware device that can recognize the human activity being performed. With the rise of Machine learning and its applications everywhere, one of them is computer vision which uses Deep Learning Techniques. Program that utilizes these Machine or Deep learning techniques to recognize human activities is referred to as Human Activity Recognition System. The basic principle behind the action recognition is using sensors data, video stream or images to recognize the activity using neural networks. Modern human activity recognition systems are mainly trained and used upon video stream and images data that understand the features and actions variations in the data having similar or related movements. Human Activity Recognition plays a significant role in human-to-human and human-computer interaction. Manually driven system are highly time consuming and costlier. In this project, we aim at designing a cost-effective and faster Human Activity Recognition System which can process both video and image in order to recognize the activity being performed in it, thereby aiding the end user in various applications like surveillance, aiding purpose etc. This system will not only be cost effective but also as a utility-based system that can be incorporated in a large number of applications that will save time and aid in various activities that require recognition process, and save a lot of time with good accuracy Also, it will aid the blind people in knowing what's happening around them by incorporating this system into a handheld device.
机译:活动识别是一种计算机软件程序或可以识别正在执行的人类活动的硬件设备。随着机器学习的崛起及其应用到处,其中一个是使用深层学习技术的计算机视觉。利用这些机器或深入学习技术来识别人类活动的程序被称为人类活动识别系统。动作识别背后的基本原理是使用传感器数据,视频流或图像来识别使用神经网络的活动。现代人类活动识别系统主要接受培训并在视频流和图像数据上使用,了解具有类似或相关运动的数据的特征和动作的变化。人类活动识别在人对人与人机互动中起着重要作用。手动驱动系统是强度消耗和昂贵的。在这个项目中,我们的目标是设计一种成本效益和更快的人类活动识别系统,其可以处理视频和图像,以便识别在其中进行的活动,从而将最终用户触及监视,辅助目的等的各种应用中。该系统不仅具有成本效益,而且作为基于实用程序的系统,可以包含在大量应用中,这些系统可以在大量应用中省时间和援助需要识别过程的各种活动,并以良好的准确性节省大量时间此外,它将帮助盲人通过将该系统纳入手持设备来帮助盲人了解它们周围发生的事情。

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