Page 138 - ITU Journal, ICT Discoveries, Volume 3, No. 1, June 2020 Special issue: The future of video and immersive media
P. 138

ITU Journal: ICT Discoveries, Vol. 3(1), June 2020




              9                                                    95
              7                                                    90
            MOS  5                                               VMAF  85

              3                                                    80
              1                                                    75
                0         10,000       20,000      30,000             0          5,000       10,000      15,000
                              Bit rate (kbps)                                       Bit rate (kbps)
                  Fig. 9 – RD-curves for sequence A2 using
                   H.265/HEVC as base and anchor codec
                                                                    9

                                                                    7
                           FoodMarket4                            MOS  5
             42
                                                                    3
             40
            PSNR (dB)  38                                           1  0         5,000       10,000      15,000
                                                                                    Bit rate (kbps)
             36
             34                                                        Fig. 11 – RD-curves for sequence A4 using
                0          5,000       10,000      15,000                H.265/HEVC as base and anchor codec
                              Bit rate (kbps)                  Results  show  that  LCEVC  provides  a  significant
                                                               improvement over the respective anchor codecs, in
            100                                                terms of both objective and subjective metrics.
             90                                                In addition to the previous experiment,  the video
            VMAF  80                                           data  set  A  has  been  encoded  using  the  reference

                                                               implementations  of  LCEVC,  H.264/AVC  and
             70                                                H.265/HEVC  at  higher  bit  rates.  Namely,  the
                0          5,000       10,000      15,000      following  four  QPs  have  been  used  to encode  the
                              Bit rate (kbps)                  anchors: 27, 32, 37 and 42. The resulting BD-rates
                                                               are reported in Table 3. By way of example, Fig. 12
             10                                                highlights the RD-curves for objective metrics of the
              8                                                sequence ‘ParkRunning3’ over the extended bit rate
            MOS  6                                             range for H.264/AVC and LCEVC over H.264/AVC.
                                                               When comparing Table 3 with Table 2 and Fig. 12
              4
                                                               with Fig. 5, it can be seen that the performance is
              2                                                consistent also across an extended bit rate range.
                0          5,000       10,000      15,000
                              Bit rate (kbps)
                 Fig. 10 – RD-curves for sequence A3 using         Table 3 – Coding performance comparison of LCEVC
                   H.265/HEVC as base and anchor codec                (LTM 4.0) over AVC/HEVC anchor (JM/HM) –
                                                                               extended bit rate range
                                                                      Video data set        PSNR       VMAF
                          Fortnite (Part 1)                        (base & anchor codec)
             39
                                                                    Avg. A (H.264/AVC)    −31.97%     −42.80%
            PSNR (dB)  37                                           Avg. A (H.265/HEVC)    −5.45%     −23.55%

             35
             33
                0          5,000       10,000      15,000
                              Bit rate (kbps)







          116                                   © International Telecommunication Union, 2020
   133   134   135   136   137   138   139   140   141   142   143