Using causal scene analysis to direct focus of attention

L. Birnbaum, M. Brand, P. Cooper
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引用次数: 3

Abstract

Vision should provide an explanation of the scene in terms of a causal semantics-what affects what, and why. For mobile agents, the structural integrity of the immediate environment is a major concern. Thus, an important part of the causal explanation of static scenes is what supports what, or, counterfactually: Why aren't things moving? The authors use simple naive physical knowledge as the basis of a vertically integrated vision system that explains arbitrarily complex stacked block structures. The semantics provides a basis for controlling the application of visual attention, and forms a framework for the explanation that is generated. They show how the program sequentially explores scenes of complex blocks structures, identifies functional substructures such as arches and cantilevers, and develops an explanation of why the whole construction stands and the role of each block in its stability.<>
使用因果场景分析来引导注意力的焦点
视觉应该根据因果语义提供对场景的解释——什么影响什么,为什么。对于移动代理,直接环境的结构完整性是一个主要问题。因此,关于静态场景的因果解释的一个重要部分是什么支持什么,或者,反事实:为什么物体不移动?作者使用简单的朴素物理知识作为垂直集成视觉系统的基础,该系统可以解释任意复杂的堆叠块结构。语义为控制视觉注意的应用提供了基础,并为由此产生的解释形成了框架。他们展示了该程序如何依次探索复杂块结构的场景,识别功能子结构,如拱门和悬臂,并解释了为什么整个建筑屹立以及每个块在其稳定性中的作用。
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