Video Quality Assessment on YouTube-UGC 1080p
1.2Inference Time (Sec) CPUHOSA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| HOSADIM=14.7k, Sampling Rate=1 fr/sec2021.01 | 1.2 | — | — | |
| BRISQUEDeep Learning=false, Framework=MATLAB2022.08 | 1.45 | — | — | |
| NIQEDeep Learning=false, Framework=MATLAB2022.08 | 1.68 | — | — | |
| BRISQUEDIM=36, Sampling Rate=1 fr/sec2021.01 | 1.7 | — | — | |
| GM-LOGDeep Learning=false, Framework=MATLAB2022.08 | 1.77 | — | — | |
| GM-LOGDIM=40, Sampling Rate=1 fr/sec2021.01 | 2.1 | — | — | |
| KonCept512Sampling Rate=1 fr/sec2021.01 | 2.8 | 0.3 | — | |
| PaQ-2-PiQSampling Rate=1 fr/sec2021.01 | 6.9 | 0.8 | — | |
| VGG19Deep Learning=true, Framework=TensorFlow2022.08 | 9.26 | 7.81 | — | |
| HIGRADEDIM=216, Sampling Rate=1 fr/sec2021.01 | 11.6 | — | — | |
| RAPIQUEDeep Learning=true, Framework=MATLAB2022.08 | 12.6 | — | — | |
| FAST-VQADeep Learning=true, Framework=PyTorch2022.08 | 13.4 | 4.9 | — | |
| CORNIADIM=10k, Sampling Rate=1 f/sec2021.01 | 14.3 | — | — | |
| 2BiVQADeep Learning=true, Framework=TensorFlow2022.08 | 16.2 | 13.6 | — | |
| V-MEON2021.01 | 16.4 | 2.6 | — | |
| RAPIQUEDIM=3.8k2021.01 | 17.3 | — | — | |
| TLVQMDIM=752021.01 | 183.8 | — | — | |
| VIDEVALDeep Learning=false, Framework=MATLAB2022.08 | 217.2 | — | — | |
| VIDEVALDIM=602021.01 | 305.8 | — | — | |
| FRIQUEEDIM=560, Sampling Rate=1 fr/sec2021.01 | 701.2 | — | — | |
| VSFA2021.01 | 1,288.7 | 157.9 | — | |
| MDVSFA2021.01 | 1,319.4 | 162.5 | — | |
| V-BLIINDSDIM=472021.01 | 1,989.9 | — | — | |
| deepVQAResolution=1920 x 1080, Number of frames=100, Hardware=Xeon E5 2620 v4 2.1 GHz CPU with 64 GB RAM2020.10 | — | — | 35.6 | |
| FRQMResolution=1920 x 1080, Number of frames=100, Hardware=Xeon E5 2620 v4 2.1 GHz CPU with 64 GB RAM2020.10 | — | — | 6.71 | |
| FSIMResolution=1920 x 1080, Number of frames=100, Hardware=Xeon E5 2620 v4 2.1 GHz CPU with 64 GB RAM2020.10 | — | — | 29.6 | |
| GREED-bior2.2Resolution=1920 x 1080, Number of frames=100, Hardware=Xeon E5 2620 v4 2.1 GHz CPU with 64 GB RAM2020.10 | — | — | 8.17 | |
| GREED-db2Resolution=1920 x 1080, Number of frames=100, Hardware=Xeon E5 2620 v4 2.1 GHz CPU with 64 GB RAM2020.10 | — | — | 7.83 | |
| GREED-HaarResolution=1920 x 1080, Number of frames=100, Hardware=Xeon E5 2620 v4 2.1 GHz CPU with 64 GB RAM2020.10 | — | — | 7.75 | |
| MS-SSIMResolution=1920 x 1080, Number of frames=100, Hardware=Xeon E5 2620 v4 2.1 GHz CPU with 64 GB RAM2020.10 | — | — | 23.79 | |
| PSNRResolution=1920 x 1080, Number of frames=100, Hardware=Xeon E5 2620 v4 2.1 GHz CPU with 64 GB RAM2020.10 | — | — | 1.51 | |
| SPEEDResolution=1920 x 1080, Number of frames=100, Hardware=Xeon E5 2620 v4 2.1 GHz CPU with 64 GB RAM2020.10 | — | — | 15.4 | |
| SSIMResolution=1920 x 1080, Number of frames=100, Hardware=Xeon E5 2620 v4 2.1 GHz CPU with 64 GB RAM2020.10 | — | — | 17.94 | |
| ST-RREDResolution=1920 x 1080, Number of frames=100, Hardware=Xeon E5 2620 v4 2.1 GHz CPU with 64 GB RAM2020.10 | — | — | 777.85 | |
| VMAFResolution=1920 x 1080, Number of frames=100, Hardware=Xeon E5 2620 v4 2.1 GHz CPU with 64 GB RAM2020.10 | — | — | 44.94 |