Title :
Frame interpolation and bidirectional prediction of video using compactly encoded optical-flow fields and label fields
Author :
Krishnamurthy, Ravi ; Woods, John W. ; Moulin, Pierre
Author_Institution :
Rensselaer Polytech. Inst., Troy, NY, USA
fDate :
8/1/1999 12:00:00 AM
Abstract :
We consider the problems of motion-compensated frame interpolation (MCFI) and bidirectional prediction in a video coding environment. These applications generally require good motion estimates at the decoder. We use a multiscale optical-flow-based motion estimator that provides smooth, natural motion fields under bit-rate constraints. These motion estimates scale well with change in temporal resolution and provide considerable flexibility in the design and operation of coders and decoders. In the MCFI application, this estimator provides excellent interpolated frames that are superior to those of conventional motion estimators, both visually and in terms of peak signal-to-noise ratio (PSNR). We also consider the effect of occlusions in the bidirectional prediction application and introduce a dense label field that complements our motion estimator. This label field enables us to adaptively weight the forward and backward predictions and gives us substantial visual and PSNR improvements in the covered/uncovered regions of the sequence
Keywords :
data compression; decoding; image resolution; image sequences; interpolation; motion compensation; motion estimation; prediction theory; video coding; PSNR; backward prediction; bidirectional prediction; bit-rate constraints; compactly encoded optical-flow fields; decoder; forward prediction; label fields; motion estimates; motion-compensated frame interpolation; multiscale optical-flow-based motion estimator; peak signal-to-noise ratio; temporal resolution; video coding; video sequence; Code standards; Decoding; Encoding; Interpolation; Motion compensation; Motion estimation; PSNR; Signal resolution; Video coding; Video compression;
Journal_Title :
Circuits and Systems for Video Technology, IEEE Transactions on