Distortion Prediction for Motion-compensated Lifted Haar Wavelet Transform and Its Application to Rate Allocation

نویسندگان

  • Aditya Mavlankar
  • Eckehard Steinbach
چکیده

In this paper we present a solution for low complexity rate allocation for video compression using motioncompensated lifted wavelet transform. We assume that after temporal decomposition a standard still image coding scheme like JPEG2000 is used to encode the resulting temporal bandpass frames. We show that the reconstruction distortion of a group of pictures can be accurately predicted from the distortion introduced into the temporally decomposed frames despite the nonorthonormality of the transform. We model the operational rate-distortion function of the still image coding using a simple parametric model and solve the rate allocation problem by minimizing a Lagrangian cost function. We compare our rate-allocation approach with a heuristic scheme and observe significant improvements in terms of rate-distortion performance at dramatically reduced computational complexity. The gains are particularly significant if the motion field is represented with sub-pel accuracy.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

A Double Motion-Compensated Orthogonal Transform with Energy Concentration Constraint

This paper discusses a transform for successive pictures of an image sequence which strictly maintains orthogonality while permitting 2-hypothesis motion compensation between pairs of pictures. We extend previous work on an orthogonal transform for image sequences which uses only 1-hypothesis motion compensation between pairs of pictures. This work is motivated by the well known fact that the m...

متن کامل

INTRA−ADAPTIVE MOTION−COMPENSATED LIFTED WAVELETS FOR VIDEO CODING (WedAmPO4)

This paper investigates intra−adaptive wavelets for video coding with frame−adaptive motion−compensated lifted wavelet transforms. With motion−compensated lifted wavelets, the temporal wavelet decomposition operates along motion trajectories. However, valid trajectories for efficient multi−scale filtering have a finite duration in time. This is due to well known effects like occlusions or inacc...

متن کامل

A combined Wavelet- Artificial Neural Network model and its application to the prediction of groundwater level fluctuations

Accurate groundwater level modeling and forecasting contribute to civil projects, land use, citys planning and water resources management. Combined Wavelet-Artificial Neural Network (WANN) model has been widely used in recent years to forecast hydrological and hydrogeological phenomena. This study investigates the sensitivity of the pre-processing to the wavelet type and decomposition level in ...

متن کامل

Investigation of Motion-compensated Lifted Wavelet Transforms

This paper investigates lifted wavelet transforms applied in the temporal direction of a video sequence. Due to the motion between pairs of frames, motion compensation is utilized in the lifting steps. We discuss the modified Haar and 5/3 wavelet kernel and provide experimental results for dyadic decompositions with various levels. Further, we utilize a signal model for a theoretical discussion...

متن کامل

Video coding with motion-compensated lifted wavelet transforms

This article explores the efficiency of motion-compensated three-dimensional transform coding, a compression scheme that employs a motion-compensated transform for a group of pictures. We investigate this coding scheme experimentally and theoretically. The practical coding scheme employs in temporal direction a wavelet decomposition with motion-compensated lifting steps. Further, we compare the...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2004