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[AdftertSmooT]

Depending on the amount of reference information required by the model, video quality assessment can be roughly classified into two categories: reference (R) and no-reference (NR) video quality models. R-VQA models compute perceptual differences between reference videos against their distorted counterparts. In practice, however, it is sometimes impossible to have access to any reference signal. For example, just as streaming providers now routinely alter spatial resolution along with standard compression in the construction of bitrate ladders, they could also modify the streamed frame rate before compression depending on the content characteristics. Creating ABR bitrate ladders that allow for VFRs will require new VQA models. Algorithms to perform perceptual optimization. Just as there is now a heightened need for FR VQA models for VFR/HFR scenarios, so also is there for blind/NR models that can address the effects of frame rate changes throughout video workflows without the availability of any reference. Yet, existing BVQA models have been focused on fixed frame-rate videos, and there are no blind models specifically designed to predict the quality of VFR/HFR videos. A Roman toilet amid the ruins in Ostia, Italy. The Romans' plumbing technology probably could've come in handy during the Dark Ages. Although certain documentaries are fond of trotting out ancient aliens or other fringe theories to explain our ancestors' advancements, in truth, we need reasons no more far-flung than the fact that ingenuity is humanity's oldest quality. Left to our own devices and allowed to exist without constant fear of death by hunger or violence, we devise some startling stuff - even if some of our better efforts don't outlast our calamities. Then again, sometimes they do. The Western world's progress was knocked back centuries by the Dark Ages, but the Greek and Roman knowledge it lost - some examples of which you'll find in these pages - later found its way back to the Europe via the Islamic world, where in the meantime it had helped spawn a golden age. Conversely, some answers are lost because the relevant question hasn't yet been asked, or because a better answer shoves it into the dustbin of history. video

















































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[GregoryDaymn]

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