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理解视觉场景

Understanding Visual Scenes
课程网址: http://videolectures.net/nips09_torralba_uvs/  
主讲教师: Antonio Torralba
开课单位: 麻省理工学院
开课时间: 2010-01-19
课程语种: 英语
中文简介:
人类视觉的一个显着方面是能够快速,轻松地理解新颖图像或事件的含义。在一目了然,我们可以理解一个地方的语义类别,它的空间布局以及识别构成场景的许多对象。在场景理解中接近人的能力是计算机视觉系统的当前挑战。场景理解领域是多学科的,涉及越来越多的计算机视觉,机器学习,认知心理学和神经科学的作品。在本教程中,我们将重点介绍计算机视觉的最新工作,试图解决场景识别和分类,视觉上下文表示,上下文中的对象识别,心理学和神经科学工作的并行性。设计以集成方式解决场景和对象识别的系统将导致更有效和更强大的人工视觉理解系统。
课程简介: One remarkable aspect of human vision is the ability to understand the meaning of a novel image or event quickly and effortlessly. Within a single glance, we can comprehend the semantic category of a place, its spatial layout as well as identify many of the objects that compose the scene. Approaching human abilities at scene understanding is a current challenge for computer vision systems. The field of scene understanding is multidisciplinary, involving a growing collection of works in computer vision, machine learning, cognitive psychology, and neuroscience. In this tutorial, we will focus on recent work on computer vision attempting to solve the tasks of scene recognition and classification, visual context representation, object recognition in context, drawing parallelism with work in psychology and neuroscience. Devising systems that solve scene and object recognition in an integrated fashion will lead towards more efficient and robust artificial visual understanding systems.
关 键 词: 视觉; 计算机视觉; 机器学习
课程来源: 视频讲座网
最后编审: 2019-09-06:lxf
阅读次数: 44