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252                Chapter 10.  Error  Concealment  Using  Motion  Field Interpolation


            Table  10.4:  Spatial-temporal  recovery  for  QSIF  AKIYO  with  M =10,  QP =10,  skip = 3,  and  a
            macroblockerror rate  of  30%
                                               Spatial-components recovery
                                     ZR         AV         BM           MFI

            Temporal-	     TR        27.91      27.80      26.79       29.22
            component      AV        27.23      27.49      27.07       28.58
            recovery	      BM        28.33      28.10      27.38       29.48
                          MFI        27.42      27.58      26.38       28.69




            Table  10.5:  Spatial-temporal  recovery  for  QSIF  FOREMAN  with  M =10,  QP =10,  skip = 3,  and  a
            macroblockerror  rate  of  30%

                                               Spatial-components recovery
                                     ZR         AV         BM           MFI
            Temporal-      TR        18.57      19.68      20.32       20.71
            component      AV        18.25      19.58      19.72       20.56
            recovery       BM        18.59      20.13      20.80       21.18
                          MFI        18.14      19.51      19.65       20.48



            temporal-component  recovery.  For  example,  in  Figure  10.13(b),  at  a  frame
            skip  of  3,  moving  from  the  best  technique,  ZR-BM,  to  the  worst  technique,
            ZR-MFI, drops the quality by about 0:3 dB, whereas in Figure 10.16(b) mov-
            ing  from  the  best  technique,  MFI-ZR,  to  the  worst  technique,  AV-ZR,  drops
            the quality by about 1 dB. It can be concluded also that spatial-components re-
            covery is, in general, more complex than temporal-component recovery. With
            temporal-component  recovery,  a  simple  technique  like  ZR  can  be  suNcient,
            whereas with spatial-components recovery more complex techniques like MFI
            and  BM  are  essential.  Furthermore,  the  results  of  Sections  10.5.1  and  10.5.2
            indicate  that  the  combination  MFI-BM  (i.e.,  spatial  recovery  using  MFI  and
            temporal recovery using BM) may provide the best spatial-temporal recovery.
            This is con$rmed in Tables 10.4, 10.5, and 10.6, which show the performance
            of all 16 possible combinations with a frame skip of 3 and a macroblock error
            rate of  30%.

            10.5.4  Multihypothesis Temporal Error Concealment

            It  was  demonstrated  in  Section  10.4  that  a  more  robust  performance  can
            be  achieved  if  the  concealed  blockis  a  weighted  average  of  a  number  of
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