Title :
Riesz pyramids for fast phase-based video magnification
Author :
Wadhwa, Neelanshi ; Rubinstein, Marcos ; Durand, Frederic ; Freeman, William T.
Author_Institution :
CSAIL, MIT, Cambridge, MA, USA
Abstract :
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.
Keywords :
image sequences; transforms; video signal processing; Riesz pyramids; compact filter; compact image pyramid representation; efficient linear filter; fast phase video magnification; motion magnified video; octave bandwidth complex steerable pyramid; real-time phase motion magnification; Approximation methods; Bandwidth; Laplace equations; Streaming media; Time-frequency analysis; Transforms;
Conference_Titel :
Computational Photography (ICCP), 2014 IEEE International Conference on
Conference_Location :
Santa Clara, CA
DOI :
10.1109/ICCPHOT.2014.6831820