Title :
Audio-visual human tracking for active robot perception
Author :
Bayram, Baris ; Ince, Gokhan
Author_Institution :
Bilgisayar Muhendisligi Bolumu, Istanbul Teknik Univ., Istanbul, Turkey
Abstract :
In this paper, a multimodal system is designed in the form of an active audio-vision in order to improve the perceptual capability of a robot in a noisy environment. The system running in real-time consists of 1) audition modality, 2) a complementary vision modality and 3) motion modality incorporating intelligent behaviors based on the data obtained from both modalities. The tasks of audition and vision are to detect, localize and track a speaker independently. The aim of motion modality is to enable a robot to have intelligent and human-like behaviors by using localization results from the sensor fusion. The system is implemented on a mobile robot platform in a real-time environment and the speaker tracking performance of the fusion is confirmed to be improved compared to each of sensory modalities.
Keywords :
audio-visual systems; mobile robots; real-time systems; robot vision; sensor fusion; active robot perception; audio-visual human tracking; audition modality; complementary vision modality; human-like behaviors; intelligent behaviors; mobile robot platform; motion modality; multimodal system; noisy environment; perceptual capability; real-time environment; sensor fusion; speaker tracking; Artificial intelligence; Real-time systems; Robot sensing systems; Sensor fusion; Speech; Tracking; active audiovision; multimodal perception; robotics; sensor fusion; sound source localization; speaker tracking;
Conference_Titel :
Signal Processing and Communications Applications Conference (SIU), 2015 23th
Conference_Location :
Malatya
DOI :
10.1109/SIU.2015.7130068