Object Tracking and Motion Detection with Computer Vision

所在平台: Coursera

课程主页: https://www.coursera.org/learn/object-tracking-and-motion-computer-vision

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课程简介

课程名称:计算机视觉中的物体跟踪与运动检测 概述:在计算机视觉工程与科学专业的第三门也是最后一门课程中,您将学习如何在视频中跟踪物体和检测运动。物体跟踪和运动检测都属于复杂任务,但这些能力对微生物学和自主系统等多种应用至关重要。要跟踪物体,您首先需要进行物体检测。课程将使用预训练的深度神经网络进行物体检测,并运用光流技术来检测运动。这些技能和技术的结合将帮助您深入理解物体跟踪和运动检测的核心概念。 课程大纲: 1. 物体检测 - 描述:学习物体检测的基础和方法。 2. 运动检测 - 描述:掌握运动检测的技术和应用。 3. 检测与跟踪 - 描述:结合物体检测和运动检测,实现检测与跟踪的综合应用。 4. 最终项目 - 描述:进行一个综合性项目,应用所学知识解决实际问题。

课程大纲

Name:Detecting Objects

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Name:Motion Detection

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Name:Detection and Tracking

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Name:Final Project

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课程详情

In the third and final course of the Computer Vision for Engineering and Science specialization, you will learn to track objects and detect motion in videos. Tracking objects and detecting motion are difficult tasks but are required for applications as varied as microbiology and autonomous systems. To track objects, you first need to detect them. You’ll use pre-trained deep neural networks to perform object detection. You’ll also use optical flow to detect motion and use the results to detect mo

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