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Motion Detection in the Presence of Egomotion Using the Fourier-Mellin Transform (2018)
Thoduka, Santosh ; Hegger, Frederik ; Kraetzschmar, Gerhard K. ; Plöger, Paul G.
Vision-based motion detection, an important skill for an autonomous mobile robot operating in dynamic environments, is particularly challenging when the robot's camera is in motion. In this paper, we use a Fourier-Mellin transform-based image registration method to compensate for camera motion before applying temporal differencing for motion detection. The approach is evaluated online as well as offline on a set of sequences recorded with a Care-O-bot 3, and compared with a feature-based method for image registration. In comparison to the feature-based method, our method performs better both in terms of robustness of the registration and the false discovery rate.
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