Riesz pyramids for fast phase-based video magnification
Author(s)Wadhwa, Neal; Rubinstein, Michael; Durand, Fredo; Freeman, William T.
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We present a new compact image pyramid representation, the Riesz pyramid, that can be used for real-time phase-based motion magnification. Our new representation is less overcomplete than even the smallest two orientation, octave-bandwidth complex steerable pyramid, and can be implemented using compact, efficient linear filters in the spatial domain. Motion-magnified videos produced with this new representation are of comparable quality to those produced with the complex steerable pyramid. When used with phase-based video magnification, the Riesz pyramid phase-shifts image features along only their dominant orientation rather than every orientation like the complex steerable pyramid.
DepartmentMassachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory; Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science; Massachusetts Institute of Technology. Department of Mathematics
Proceedings of the 2014 IEEE International Conference on Computational Photography (ICCP)
Institute of Electrical and Electronics Engineers (IEEE)
Wadhwa, Neal, Michael Rubinstein, Fredo Durand, and William T. Freeman. “Riesz Pyramids for Fast Phase-Based Video Magnification.” 2014 IEEE International Conference on Computational Photography (ICCP) (May 2014).
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