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154                    Chapter  6.  Multiple-Reference  motion  Estimation Techniques



                            QSIF Table Tennis @ 10 f.p.s., QP = 5, 10, 15, 20, 25, 30
                  38


                  36


                  34
                 PSNR Y  (dB)   32





                  30


                  28                                              SR
                                                                  SR-RC
                                                                  MR
                                                                  MR-RC
                  26
                   10    20    30    40   50    60    70    80   90    100
                                         Bit rate (kbits/s)
            Figure  6.8:  R-D  performance  of  di&erent  single- and  multiple-reference  (with  M = 50)  encoders
            when encoding QSIF  TABLE  TENNIS  at 10 frames=s



            6.4  Discussion

            Higher  coding  e ciency  is  one  of  the  main  requirements  for  mobile  video
            communication.  One  way  to  achieve  higher  coding  e ciency  is  to  use  ad-
            vanced  motion  estimation  techniques.  One  of  the  promising  advanced  tech-
            niques is multiple-reference  motion-compensated prediction (MR-MCP).
               This chapter reviewed the main e&orts in the )eld of MR-MCP. It then in-
            vestigated the performance of the long-term memory motion-compensated pre-
            diction (LTM-MCP) technique. It was found that this technique provides sig-
            ni)cant  prediction  gains  compared  to  the  single-reference  case.  It  was
            realized,  however,  that  such  prediction  gains  are  achieved  at  the  expense  of
            an  additional  bit  rate  to  transmit  one  extra  temporal  component  per  motion
            vector.  This  additional  bit  rate  has  to  be  justi)ed  in  terms  of  an  improved
            rate-distortion (R-D) performance. An investigation into the R-D performance
            of  LTM-MCP  codecs  revealed  that  the  use  of  rate-constrained  motion  esti-
            mation  and  mode  decision  is  important  for  the  success  of  such  techniques.
            Without  rate  constraints,  the  R-D  performance  of  the  LTM-MCP  technique
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