基于知识的服务机器人图像和语音分析

U. Ahlrichs, J. Fischer, Joachim Denzler, C. Drexler, H. Niemann, E. Noth, D. Paulus
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引用次数: 19

摘要

基于主动视觉的场景探索以及语音理解和对话是服务机器人在自然环境中与人类互动的重要技能。在本文中,我们提出了一种基于知识的方法,用于场景探索和使用语义网络的口语对话。对于场景探索,知识库包含有关摄像机运动和对象的信息。在对话系统中,知识库包含关于单个对话步骤的信息以及关于话语的语法和语义的信息。为了利用这些知识,采用了一种具有实时性和任意时效性的迭代控制算法。此外,我们提出了基于外观的对象模型,该模型可以代替知识库中表示的对象模型进行场景探索。我们在实验中展示了该方法在办公室场景探索和口语对话中的适用性。多感官输入的集成可以很容易地完成,因为关于两个应用领域的知识使用相同的网络形式表示。
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Knowledge based image and speech analysis for service robots
Active visual based scene exploration as well as speech understanding and dialogue are important skills of a service robot which is employed in natural environments and has to interact with humans. In this paper we suggest a knowledge based approach for both scene exploration and spoken dialogue using semantic networks. For scene exploration the knowledge base contains information about camera movements and objects. In the dialogue system the knowledge base contains information about the individual dialogue steps as well as about syntax and semantics of utterances. In order to make use of the knowledge, an iterative control algorithm which has real-time and any-time capabilities is applied. In addition, we propose appearance based object models which can substitute the object models represented in the knowledge base for scene exploration. We show the applicability of the approach for exploration of office scenes and for spoken dialogues in the experiments. The integration of the multi-sensory input can easily be done, since the knowledge about both application domains is represented using the same network formalism.
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Knowledge based image and speech analysis for service robots Towards affective integration of vision, behavior, and speech processing Connecting concepts from vision and speech processing From images to sentences via spatial relations From video to language-a detour via logic vs. jumping to conclusions
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