DISSERTATION

Sporadic audio visual embodied navigation for human tracking

Abstract

Humans locate and track objects and other humans in the environment using audio, vision and a basic sense of intuition based on doA of sound. We also use prior results of search in other rooms. Through this project, we have tried to implement human search and rescue behavior on a robot with a goal of tracking human. There are two parts to this project, for detecting sound source on a map, we use stereo audio using two microphone arrays which output doA and using triangulation, a potential goal with highest probability of human presence is selected. In the next part, we consider a case of a floor with multiple rooms. If we have to find a person in another room, who may or may not call or may just call once, we start looking in nearest room and keep updating the probability of human presence in all rooms based on current result; if human was not found in current room and if we hear a sound, we travel in that direction and search rooms in that direction first and confirm human presence using vision. We have tried to implement this human behavior in robot through novel algorithm inspired from Monte Carlo localization with the difference in point generation. We make use of probability and sensor fusion.--Author's abstract

Keywords:
Computer science Computer vision Artificial intelligence Triangulation Robot Embodied cognition Point (geometry) Microphone Tracking (education) Intuition Human–computer interaction Geography Mathematics

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Topics

Robotics and Sensor-Based Localization
Physical Sciences →  Engineering →  Aerospace Engineering
Video Surveillance and Tracking Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Vision and Imaging
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
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