2018 · 40 citations · 31 references
ComputingComputer ScienceEmbedded SystemsHuman-computer InteractionSensor FusionAction RecognitionGesture RecognitionImmersive EnvironmentsInput ModalitiesMultimodal InteractionSensor-based InteractionBody Gesture AnalysisBody Gesture RecognitionHuman Multimodal InteractionMulti-modal InteractionMultimodal Gesture RecognitionMultimodal Machine LearningMultimodal User InterfacesSpeech Input
We introduce an immersive system prototype that integrates face, gesture and speech recognition techniques to support multi-modal human-computer interaction capability. Embedded in an indoor room setting, a multi-camera system is developed to monitor the user facial behavior, body gesture and spatial location in the room. A server that fuses different sensor inputs in a time-sensitive manner so that our system knows who is doing what at where in real-time. When correlating with speech input, the system can better understand the user intention for interaction purpose. We evaluate the performance of core recognition techniques on both benchmark and self-collected datasets and demonstrate the benefit of the system in various use cases.
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Histograms of Oriented Gradients for Human Detection
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Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks
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