Real-time speaker localization and speech separation by audio-visual integration
Kazuhiro Nakadai, K. Hidai, Hiroshi G. Okuno, Hiroaki Kitano
- 发表年份
- 2003
- 引用次数
- 49
摘要
Robot audition in real-world should cope with motor and other noises caused by the robot's own movements in addition to environmental noises and reverberation. This paper reports how auditory processing is improved by audio-visual integration with active movements. The key idea resides in hierarchical integration of auditory and visual streams to disambiguate auditory or visual processing. The system runs in real-time by using distributed processing on 4 PCs connected by a Gigabit Ethernet. The system implemented in a upper-torso humanoid tracks multiple talkers and extracts speech from a mixture of sounds. The performance of epipolar geometry based sound source localization and sound source separation by active and adaptive direction-pass filtering is also reported.
关键词
相关论文
Statistical Learning Theory
Yuhai Wu, Vladimir Vapnik
1999
Artificial intelligence: a modern approach
1995
Fractional Differential Equations
Igor Podlubný
2025
Applied Nonlinear Control
Jean-Jacques Slotine, Weiping Li
1991