A Comparative Study of DASH Representation Sets Using Real User Characteristics

Back to the main website of this dataset

If you use any part of this dataset for your research, we kindly ask you to refer this paper in any publication mentioning or using our dataset:

Christian Kreuzberger, Benjamin Rainer, Hermann Hellwagner, Laura Toni, Pascal Frossard: "A Comparative Study of DASH Representation Sets Using Real User Characteristics", submitted to NOSSDAV 2016.

Video Satisfaction

Test Sequences

Satisfaction is based on SSIM, which we measured by encoding the following videos (from Xiph.org Test Media) with two pass encoding and FFMPEG with libx264 (links to the encoded videos in brackets):

The videos provided follow the format videoname_resolution_bitrate.mkv and do not contain audio.

SSIM Values

Here we provide the raw SSIM logs, which we generated using libyuv SSIM tool, for selected videos at screen resolutions 360p, 540p, 720p and 1080p:

Video360p540p720p1080p
AspenDownload Download Download Download
Big Buck BunnyDownload Download Download Download
Pedestrian AreaDownload Download Download Download
Snow MntDownload Download Download Download
Touchdown PassDownload Download Download Download

Satisfaction Curves

Based on the SSIM data, we fitted SSIM in so called satisfaction curves, following this equation:
, where v is the video, s_u the displays resolution and s_r the videos resolution.
The results are displayed below (click for larger image):

The Parameters of the fitting curve are provided below (in Python):
RD_fit_params = [
   #             a             b            c            d
   [ # VIDEO 1: Aspen
      [ # 360p screen
          [35.47053439,   0.906982602, 1.004436719,  92.389261048], # 360p video
          [96.658366291,  1.060000796, 0.99690613,  109.300944288], # 540p video
          [222.650864594, 1.162848708, 0.996383697, 140.940956593], # 720p video
          [433.572774616, 1.22566239,  0.99536329,  130.096369352], # 1080p video
      ],[ # 540p screen
          [60.975024381,  0.959957744, 0.948128484, 161.845768898], # 360p video
          [28.924534978,  0.803998649, 1.010026934, 118.165506067],  # 540p video
          [103.348184989, 0.981078796, 0.993367392, 189.719293826], # 720p video
          [166.141861849, 1.028308125, 0.992127894, 172.22636348],
      ],[ # 720p screen
          [57.760395036, 0.94134065,  0.914643878, 199.139283311], # 360p video
          [27.443083562, 0.780327917, 0.981934007, 155.711158428], # 540p video
          [47.223598098, 0.831549891, 1.012412361, 209.439181139], # 720p video
          [84.09019135,  0.903358842, 0.988672647, 202.19354515],
      ],[ # 1080p screen
          [54.917602521, 0.94107229,  0.871821437, 255.183890826], # 360p video
          [17.161435003, 0.699267902, 0.961796005, 190.68989258], # 540p video
          [28.830754361, 0.746268949, 0.979750718, 263.499573764], # 720p video
          [33.110026751, 0.742583285, 1.020998194, 243.206970161]  # 1080p video
      ]
    ], 
  [ # VIDEO 2: BBB
      [ # 360p screen
          [12.394537538,1.034869521,1.000437608,7.097896504], # 360p video
          [102.14737975,1.372673283,0.996861086,39.902860398], # 540p video
          [117.824628717,1.375365201,0.997031958,23.688661008], # 720p video
          [77.85883726,1.259543736,0.997961391,-29.851517358], # 1080p video
      ],[ # 540p screen
          [71.289266,1.301699551,0.974315953,62.995772645], # 360p video
          [7.675472652,0.87113584,1.001374948,-2.033855523], # 540p video
          [49.822897969,1.168526221,0.99642857,31.45155785], # 720p video
          [56.081455662,1.151076959,0.997265539,-11.053451652], # 1080p video
      ],[ # 720p screen
          [62.283970914,1.277322922,0.956324912,74.318960683], # 360p video
          [26.217490738,1.066076505,0.984322536,48.363413821], # 540p video
          [13.776920064,0.919500293,1.001527312,19.126694197], # 720p video
          [40.63251907,1.069414911,0.996543428,5.304916725], # 1080p video
      ],[ # 1080p screen
          [42.011096685,1.245259135,0.930709211,85.105462621], # 360p video
          [17.116609978,1.007168644,0.961627698,61.147170012], # 540p video
          [23.123886084,1.001573734,0.978082416,68.630783477], # 720p video
          [18.550064152,0.906123061,1.002346979,29.566982865] # 1080p video
      ]
  ],
    [ # VIDEO 3: Snow Mnt
      [ # 360p screen
          [1.578492941,0.663478674,1.002216376,-79.626507636], # 360p video
          [47.472634581,1.187170132,0.996461865,11.841180984], # 540p video
          [113.631067181,1.302366014,0.996416,36.524522281], # 720p video
          [215.202793471,1.360984586,0.995490871,40.792000942] # 1080p video
      ],[ # 540p screen
          [4.003852347,0.804138483,0.916307331,-56.680215973], # 360p video
          [23.164938456,0.953239477,1.001838344,10.102770194], # 540p video
          [84.976153718,1.155551838,0.99334884,46.72057848], # 720p video
          [151.655353702,1.215940531,0.992712541,52.103472446] # 1080p video
      ],[ # 720p screen
          [3.89383182,0.790407933,0.856447374,-52.031627143], # 360p video
          [28.545472687,0.965953907,0.960355048,24.754026567], # 540p video
          [41.687981536,0.97882117,1.002563691,46.108983557], # 720p video
          [90.527187065,1.084280347,0.989066146,57.388553196] # 1080p video
      ],[ # 1080p screen
          [3.223591226,0.777381599,0.773500721,-46.757301146], # 360p video
          [18.711798986,0.883497565,0.902031369,26.923199386], # 540p video
          [25.09970606,0.873091244,0.952977734,48.869960132], # 720p video
          [25.386925312,0.826842119,1.007037509,45.808532506] # 1080p video
      ]
  ],
  [ # VIDEO 4: Touchdown Pass
      [ # 360p screen
          [5.924791878,0.658922161,1.008668016,48.28225152], # 360p video
          [42.244079409,0.959380565,0.99623657,120.162124542], # 540p video
          [164.194485147,1.134782769,0.994512064,164.771640793], # 720p video
          [11732493.0207601,2.463254548,0.989324335,1053.238474426] # 1080p video
      ],[ # 540p screen
          [6.742089232,0.669277879,0.966018546,114.678528919], # 360p video
          [5.963521703,0.594453847,1.016493407,109.577792848], # 540p video
          [29.239018054,0.831877598,0.991980908,181.045472925], # 720p video
          [70197.449805684,1.774593435,0.98091998,975.221286224] # 1080p video
      ],[ # 720p screen
          [4.271339575,0.602867175,0.938882078,145.292715895], # 360p video
          [4.79592009,0.560181589,0.982281312,161.692284304], # 540p video
          [7.145995504,0.596104134,1.019411381,165.014952863], # 720p video
          [3418.995795098,1.376640544,0.971846903,892.977064222] # 1080p video
      ],[ # 1080p screen
          [1.965214414,0.521254152,0.893826329,192.53568003], # 360p video
          [1.691323262,0.41159063,0.949008476,186.678605806], # 540p video
          [2.353499965,0.438527038,0.965628825,184.391410161], # 720p video
          [43.637203906,0.80073051,1.015304832,645.035034366] # 1080p video
      ]
  ],  
]