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242                Chapter  10.  Error Concealment Using Motion  Field Interpolation



                                      QSIF Table Tennis @ 30 f.p.s.
                      34
                                                               TR
                                                               AV
                                                               BM
                      33                                       MFI
                                                               BM-MFI
                      32
                     PSNR Y  (dB)   31


                      30

                      29

                      28

                      27
                          10        20       30        40        50
                                         Block loss rate (%)
            Figure  10.7:  Comparison  between  di,erent  temporal  concealment  techniques  when  applied  to
            QSIF TABLE  TENNIS  at 30 frames=s.  PSNRs are for  damaged blocks  only

               In  general,  the  best  performance  was  achieved  by  BM-MFI,  followed  by
            MFI,  then  BM,  AV,  and  TR.  As  expected,  TR  performs  well  for  the  low-
            movement  AKIYO  sequence.  The  poor  performance  of  BM  for  AKIYO  may  be
            due  to  an  ambiguity  problem  where  neighboring  motion  vectors  give  similar
            SMD  measures.  A  very  interesting  point  to  note  is  that  the  performance  of
            MFI  starts  to  deteriorate  for  FOREMAN  at  high  blockloss  rates.  This  may  be
            due  to  the  high  dependency  of  MFI  on  the  availability  of  the  neighboring
            motion  vectors.  This  can  be  improved  using  interleaving  techniques,  as  was
            described  in  Chapter  9.  In  all  cases,  however,  the  BM-MFI  technique  main-
            tained  its  superior  performance.  This  is  a  clear  indication  of  the  robustness
            of the technique. Over the three sequences and the considered blockloss rate
            range, MFI provides on average 0:3 dB, 0:9 dB, and 1:4 dB improvements over
            BM,  AV,  and  TR,  respectively,  whereas  BM-MFI  provides  a  further  0:5dB
            improvement  over  MFI.  This  corresponds  to  improvements  of  about  0:8 dB,
            1:4 dB, and 1:9 dB  over  BM, AV, and TR, respectively.
                                                        th
               Figure 10.8 shows the subjective quality of the 58 frame of TABLE  TENNIS
            with  a  blockloss  rate  of  30%  when  concealed  using  BM  and  BM-MFI.  The
            superior  performance  of  the  BM-MFI  technique  is  immediately  evident  from
            the good concealment of the left hand of the player. Note, however, that some
            parts of the shirt are less sharp with the BM-MFI technique. This may be due
            to the low-pass $ltering  e,ect  of  the averaging (weighting) process.
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