Continuous Spatio-Temporal Video Super-Resolution on GoPro 85 (out-of-distribution)
31.83PSNRGS-STVSR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GS-STVSRTemporal Scale=×6, Spatial Scale=×42026.04 | 31.83 | 90.92 | |
| BF-STVSRTemporal Scale=×6, Spatial Scale=×42026.04 | 31.71 | 90.82 | |
| MoTIFTemporal Scale=×6, Spatial Scale=×42026.04 | 31.53 | 90.6 | |
| VideoINRTemporal Scale=×6, Spatial Scale=×42026.04 | 30.75 | 89.78 | |
| EMA-VFITemporal Scale=×6, Spatial Scale=×4, Continuous Upsampling Module=LIIF2026.04 | 30.64 | 88.5 | |
| EMA-VFITemporal Scale=×6, Spatial Scale=×4, Continuous Upsampling Module=LTE2026.04 | 30.64 | 88.48 | |
| GS-STVSRTemporal Scale=×8, Spatial Scale=×42026.04 | 30.33 | 88.15 | |
| BF-STVSRTemporal Scale=×8, Spatial Scale=×42026.04 | 30.22 | 88.02 | |
| RIFETemporal Scale=×6, Spatial Scale=×4, Continuous Upsampling Module=LIIF2026.04 | 30.16 | 87.38 | |
| RIFETemporal Scale=×6, Spatial Scale=×4, Continuous Upsampling Module=LTE2026.04 | 30.16 | 87.37 | |
| MoTIFTemporal Scale=×8, Spatial Scale=×42026.04 | 30.04 | 87.73 | |
| EMA-VFITemporal Scale=×8, Spatial Scale=×4, Continuous Upsampling Module=LIIF2026.04 | 29.68 | 86.71 | |
| EMA-VFITemporal Scale=×8, Spatial Scale=×4, Continuous Upsampling Module=LTE2026.04 | 29.68 | 86.67 | |
| VideoINRTemporal Scale=×8, Spatial Scale=×42026.04 | 29.41 | 86.69 | |
| GS-STVSRTemporal Scale=×6, Spatial Scale=×62026.04 | 29.39 | 85.17 | |
| BF-STVSRTemporal Scale=×6, Spatial Scale=×62026.04 | 29.33 | 85.14 | |
| MoTIFTemporal Scale=×6, Spatial Scale=×62026.04 | 29.25 | 84.99 | |
| RIFETemporal Scale=×8, Spatial Scale=×4, Continuous Upsampling Module=LIIF2026.04 | 29.14 | 85.24 | |
| RIFETemporal Scale=×8, Spatial Scale=×4, Continuous Upsampling Module=LTE2026.04 | 29.14 | 85.24 | |
| VideoINRTemporal Scale=×6, Spatial Scale=×62026.04 | 28.37 | 83.68 | |
| GS-STVSRTemporal Scale=×12, Spatial Scale=×42026.04 | 28.18 | 83.03 | |
| EMA-VFITemporal Scale=×6, Spatial Scale=×6, Continuous Upsampling Module=LIIF2026.04 | 28.17 | 81.26 | |
| EMA-VFITemporal Scale=×6, Spatial Scale=×6, Continuous Upsampling Module=LTE2026.04 | 28.17 | 81.17 | |
| BF-STVSRTemporal Scale=×12, Spatial Scale=×42026.04 | 28.08 | 82.87 | |
| EMA-VFITemporal Scale=×12, Spatial Scale=×4, Continuous Upsampling Module=LIIF2026.04 | 27.9 | 82.63 | |
| EMA-VFITemporal Scale=×12, Spatial Scale=×4, Continuous Upsampling Module=LTE2026.04 | 27.9 | 82.6 | |
| RIFETemporal Scale=×6, Spatial Scale=×6, Continuous Upsampling Module=LIIF2026.04 | 27.87 | 80.38 | |
| RIFETemporal Scale=×6, Spatial Scale=×6, Continuous Upsampling Module=LTE2026.04 | 27.86 | 80.31 | |
| MoTIFTemporal Scale=×12, Spatial Scale=×42026.04 | 27.73 | 82.22 | |
| RIFETemporal Scale=×12, Spatial Scale=×4, Continuous Upsampling Module=LIIF2026.04 | 27.43 | 81.02 | |
| RIFETemporal Scale=×12, Spatial Scale=×4, Continuous Upsampling Module=LTE2026.04 | 27.42 | 81 | |
| VideoINRTemporal Scale=×12, Spatial Scale=×42026.04 | 27.36 | 81.74 | |
| GS-STVSRTemporal Scale=×12, Spatial Scale=×62026.04 | 27.1 | 79.79 | |
| BF-STVSRTemporal Scale=×12, Spatial Scale=×62026.04 | 26.96 | 79.55 | |
| MoTIFTemporal Scale=×12, Spatial Scale=×62026.04 | 26.68 | 78.97 | |
| EMA-VFITemporal Scale=×16, Spatial Scale=×4, Continuous Upsampling Module=LIIF2026.04 | 26.56 | 79.04 | |
| EMA-VFITemporal Scale=×16, Spatial Scale=×4, Continuous Upsampling Module=LTE2026.04 | 26.56 | 79.02 | |
| GS-STVSRTemporal Scale=×16, Spatial Scale=×42026.04 | 26.53 | 78.66 | |
| EMA-VFITemporal Scale=×12, Spatial Scale=×6, Continuous Upsampling Module=LIIF2026.04 | 26.49 | 77.48 | |
| EMA-VFITemporal Scale=×12, Spatial Scale=×6, Continuous Upsampling Module=LTE2026.04 | 26.49 | 77.43 | |
| BF-STVSRTemporal Scale=×16, Spatial Scale=×42026.04 | 26.4 | 78.39 | |
| RIFETemporal Scale=×12, Spatial Scale=×6, Continuous Upsampling Module=LIIF2026.04 | 26.19 | 76.4 | |
| RIFETemporal Scale=×12, Spatial Scale=×6, Continuous Upsampling Module=LTE2026.04 | 26.19 | 76.36 | |
| VideoINRTemporal Scale=×12, Spatial Scale=×62026.04 | 26.14 | 77.95 | |
| RIFETemporal Scale=×16, Spatial Scale=×4, Continuous Upsampling Module=LIIF2026.04 | 26.08 | 77.35 | |
| RIFETemporal Scale=×16, Spatial Scale=×4, Continuous Upsampling Module=LTE2026.04 | 26.08 | 77.33 | |
| MoTIFTemporal Scale=×16, Spatial Scale=×42026.04 | 25.93 | 77.45 | |
| GS-STVSRTemporal Scale=×16, Spatial Scale=×62026.04 | 25.85 | 76.42 | |
| VideoINRTemporal Scale=×16, Spatial Scale=×42026.04 | 25.76 | 77.38 | |
| GS-STVSRTemporal Scale=×6, Spatial Scale=×122026.04 | 25.74 | 73.41 | |
| BF-STVSRTemporal Scale=×16, Spatial Scale=×62026.04 | 25.71 | 76.11 | |
| MoTIFTemporal Scale=×6, Spatial Scale=×122026.04 | 25.62 | 73.1 | |
| BF-STVSRTemporal Scale=×6, Spatial Scale=×122026.04 | 25.56 | 72.76 | |
| EMA-VFITemporal Scale=×16, Spatial Scale=×6, Continuous Upsampling Module=LTE2026.04 | 25.55 | 74.99 | |
| EMA-VFITemporal Scale=×16, Spatial Scale=×6, Continuous Upsampling Module=LIIF2026.04 | 25.54 | 75.03 | |
| RIFETemporal Scale=×16, Spatial Scale=×6, Continuous Upsampling Module=LIIF2026.04 | 25.24 | 73.94 | |
| RIFETemporal Scale=×16, Spatial Scale=×6, Continuous Upsampling Module=LTE2026.04 | 25.24 | 73.91 | |
| MoTIFTemporal Scale=×16, Spatial Scale=×62026.04 | 25.24 | 75.13 | |
| VideoINRTemporal Scale=×16, Spatial Scale=×62026.04 | 25.01 | 74.73 | |
| GS-STVSRTemporal Scale=×12, Spatial Scale=×122026.04 | 24.88 | 71.55 | |
| EMA-VFITemporal Scale=×6, Spatial Scale=×12, Continuous Upsampling Module=LIIF2026.04 | 24.85 | 70.52 | |
| EMA-VFITemporal Scale=×6, Spatial Scale=×12, Continuous Upsampling Module=LTE2026.04 | 24.82 | 70.28 | |
| RIFETemporal Scale=×6, Spatial Scale=×12, Continuous Upsampling Module=LIIF2026.04 | 24.74 | 70.19 | |
| RIFETemporal Scale=×6, Spatial Scale=×12, Continuous Upsampling Module=LTE2026.04 | 24.7 | 69.94 | |
| BF-STVSRTemporal Scale=×12, Spatial Scale=×122026.04 | 24.68 | 70.84 | |
| MoTIFTemporal Scale=×12, Spatial Scale=×122026.04 | 24.56 | 70.88 | |
| VideoINRTemporal Scale=×6, Spatial Scale=×122026.04 | 24.55 | 71.26 | |
| GS-STVSRTemporal Scale=×16, Spatial Scale=×122026.04 | 24.23 | 70.09 | |
| EMA-VFITemporal Scale=×12, Spatial Scale=×12, Continuous Upsampling Module=LIIF2026.04 | 24.16 | 69.18 | |
| EMA-VFITemporal Scale=×12, Spatial Scale=×12, Continuous Upsampling Module=LTE2026.04 | 24.15 | 69.02 | |
| BF-STVSRTemporal Scale=×16, Spatial Scale=×122026.04 | 24.04 | 69.36 | |
| RIFETemporal Scale=×12, Spatial Scale=×12, Continuous Upsampling Module=LIIF2026.04 | 24.03 | 68.69 | |
| RIFETemporal Scale=×12, Spatial Scale=×12, Continuous Upsampling Module=LTE2026.04 | 24 | 68.53 | |
| MoTIFTemporal Scale=×16, Spatial Scale=×122026.04 | 23.73 | 69.03 | |
| EMA-VFITemporal Scale=×16, Spatial Scale=×12, Continuous Upsampling Module=LTE2026.04 | 23.69 | 68.16 | |
| EMA-VFITemporal Scale=×16, Spatial Scale=×12, Continuous Upsampling Module=LIIF2026.04 | 23.68 | 68.28 | |
| VideoINRTemporal Scale=×12, Spatial Scale=×122026.04 | 23.58 | 69.02 | |
| RIFETemporal Scale=×16, Spatial Scale=×12, Continuous Upsampling Module=LIIF2026.04 | 23.57 | 67.81 | |
| RIFETemporal Scale=×16, Spatial Scale=×12, Continuous Upsampling Module=LTE2026.04 | 23.56 | 67.69 | |
| VideoINRTemporal Scale=×16, Spatial Scale=×122026.04 | 23 | 67.62 |