Super-Resolution on SUN 360 Panorama (test)
31.6WS-PSNRCAMixerSR
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| CAMixerSRScale=x2, #Params=1.30M2024.02 | 31.6 | 0.902 | 31.04 | 0.881 | — | — | — | — | — | |
| OSRT-lightScale=x2, #Params=1.26M, augmentation dataset=true2024.02 | 31.55 | 0.9004 | 31 | 0.8792 | — | — | — | — | — | |
| EDSRScale=x2, #Params=40.7M2024.02 | 31.42 | 0.8995 | 30.89 | 0.8784 | — | — | — | — | — | |
| SRResNetScale=x22024.02 | 31.2 | 0.8953 | 30.64 | 0.8714 | — | — | — | — | — | |
| RCANScale=x2, #Params=15.4M2024.02 | 31.18 | 0.8969 | 30.56 | 0.8712 | — | — | — | — | — | |
| BicubicScale=x22024.02 | 28.01 | 0.8321 | 28.14 | 0.8118 | — | — | — | — | — | |
| MDDNUpscaling factor=x42025.12 | 27.71 | 0.8002 | 27.81 | 0.7823 | — | — | — | — | — | |
| HATUpscaling factor=x42025.12 | 27.6 | 0.797 | 27.67 | 0.7777 | — | — | — | — | — | |
| GDGT-OSRUpscaling factor=x42025.12 | 27.58 | 0.7956 | 27.68 | 0.777 | — | — | — | — | — | |
| OSRTUpscaling factor=x42025.12 | 27.55 | 0.7956 | 27.65 | 0.7773 | — | — | — | — | — | |
| RGTUpscaling factor=x42025.12 | 27.54 | 0.7965 | 27.61 | 0.777 | — | — | — | — | — | |
| SwinIRUpscaling factor=x42025.12 | 27.47 | 0.7933 | 27.54 | 0.7739 | — | — | — | — | — | |
| OSRT-lightScale=x4, #Params=1.28M, augmentation dataset=true2024.02 | 27.41 | 0.7911 | 27.48 | 0.7718 | — | — | — | — | — | |
| CAMixerSRScale=x4, #Params=1.32M2024.02 | 27.36 | 0.7916 | 27.48 | 0.7736 | — | — | — | — | — | |
| EDSRScale=x4, #Params=43.1M2024.02 | 27.1 | 0.7827 | 27.19 | 0.7633 | — | — | — | — | — | |
| RCANScale=x4, #Params=15.6M2024.02 | 26.99 | 0.7856 | 27.1 | 0.766 | — | — | — | — | — | |
| SRResNetScale=x42024.02 | 26.99 | 0.7812 | 27.1 | 0.7618 | — | — | — | — | — | |
| BPOSRUpscaling factor=x42025.12 | 25.71 | 0.7329 | 25.99 | 0.7201 | — | — | — | — | — | |
| BicubicScale=x42024.02 | 24.9 | 0.7083 | 25.29 | 0.6993 | — | — | — | — | — | |
| BicubicUpscaling factor=x42025.12 | 24.9 | 0.7083 | 25.29 | 0.6993 | — | — | — | — | — | |
| MDDNUpscaling factor=x82025.12 | 24.8 | 0.7012 | 25.27 | 0.6952 | — | — | — | — | — | |
| GDGT-OSRUpscaling factor=x82025.12 | 24.74 | 0.6982 | 25.19 | 0.692 | — | — | — | — | — | |
| OSRTUpscaling factor=x82025.12 | 24.7 | 0.6978 | 25.16 | 0.6919 | — | — | — | — | — | |
| RGTUpscaling factor=x82025.12 | 24.64 | 0.6955 | 25.04 | 0.6886 | — | — | — | — | — | |
| SwinIRUpscaling factor=x82025.12 | 24.61 | 0.6947 | 25.01 | 0.6879 | — | — | — | — | — | |
| HATUpscaling factor=x82025.12 | 24.34 | 0.6765 | 24.8 | 0.6743 | — | — | — | — | — | |
| SphereSRScale=x82021.12 | 24.17 | 0.682 | — | — | — | — | — | — | — | |
| LAU-NetScale=x82021.12 | 24.02 | 0.6708 | — | — | — | — | — | — | — | |
| EBRNScale=x82021.12 | 23.89 | 0.6598 | — | — | — | — | — | — | — | |
| RCANScale=x82021.12 | 23.88 | 0.6542 | — | — | — | — | — | — | — | |
| D-DBPNScale=x82021.12 | 23.7 | 0.6421 | — | — | — | — | — | — | — | |
| BPOSR-GenGenerative loss training=true2024.12 | 23.59 | 0.6376 | — | — | 0.3907 | 0.1685 | 62.37 | 0.3834 | 0.6833 | |
| BPOSRUpscaling factor=x82025.12 | 23.15 | 0.6403 | 23.67 | 0.6429 | — | — | — | — | — | |
| BicubicUpscaling factor=x82025.12 | 22.72 | 0.6241 | 23.23 | 0.629 | — | — | — | — | — | |
| RealOSR2024.12 | 22.7 | 0.6171 | — | — | 0.2888 | 0.1047 | 41.69 | 0.6776 | 0.8485 | |
| OSRT-GenGenerative loss training=true2024.12 | 22.56 | 0.5953 | — | — | 0.3451 | 0.1407 | 64.65 | 0.5133 | 0.7386 | |
| StableSR2024.12 | 22.55 | 0.5804 | — | — | 0.4663 | 0.178 | 105.85 | 0.3134 | 0.5694 | |
| MDDNUpscaling factor=x162025.12 | 22.48 | 0.6274 | 23.12 | 0.6336 | — | — | — | — | — | |
| EDSRScale=x82021.12 | 22.46 | 0.6341 | — | — | — | — | — | — | — | |
| GDGT-OSRUpscaling factor=x162025.12 | 22.41 | 0.6252 | 23.04 | 0.6316 | — | — | — | — | — | |
| OSRTUpscaling factor=x162025.12 | 22.4 | 0.6253 | 23.04 | 0.6316 | — | — | — | — | — | |
| OmniSSR2024.12 | 22.39 | 0.522 | — | — | 0.7029 | 0.2889 | 140.32 | -0.0067 | 0.133 | |
| SeeSR2024.12 | 22.38 | 0.5916 | — | — | 0.393 | 0.1479 | 78.62 | 0.6504 | 0.838 | |
| SwinIRUpscaling factor=x162025.12 | 22.26 | 0.6223 | 22.87 | 0.6288 | — | — | — | — | — | |
| RGTUpscaling factor=x162025.12 | 22.24 | 0.621 | 22.82 | 0.6276 | — | — | — | — | — | |
| HATUpscaling factor=x162025.12 | 22.21 | 0.6154 | 22.8 | 0.6237 | — | — | — | — | — | |
| OSEDiff2024.12 | 21.99 | 0.5921 | — | — | 0.3692 | 0.1502 | 85.54 | 0.5677 | 0.7918 | |
| SphereSRScale=x162021.12 | 21.95 | 0.6342 | — | — | — | — | — | — | — | |
| LAU-NetScale=x162021.12 | 21.82 | 0.5824 | — | — | — | — | — | — | — | |
| EBRNScale=x162021.12 | 21.78 | 0.5794 | — | — | — | — | — | — | — | |
| RCANScale=x162021.12 | 21.74 | 0.5742 | — | — | — | — | — | — | — | |
| 360-SSScale=x82021.12 | 21.48 | 0.6352 | — | — | — | — | — | — | — | |
| S3Diff2024.12 | 21.45 | 0.5015 | — | — | 0.4343 | 0.152 | 94.67 | 0.6049 | 0.8142 | |
| MSRNScale=x82021.12 | 21.34 | 0.6002 | — | — | — | — | — | — | — | |
| BPOSRUpscaling factor=x162025.12 | 21.3 | 0.5934 | 21.94 | 0.605 | — | — | — | — | — | |
| MemNetScale=x82021.12 | 21.08 | 0.6015 | — | — | — | — | — | — | — | |
| D-DBPNScale=x162021.12 | 21.08 | 0.5646 | — | — | — | — | — | — | — | |
| EDSRScale=x162021.12 | 21.06 | 0.5645 | — | — | — | — | — | — | — | |
| BicubicUpscaling factor=x162025.12 | 20.92 | 0.585 | 21.52 | 0.5978 | — | — | — | — | — | |
| LapSRNScale=x82021.12 | 20.05 | 0.5998 | — | — | — | — | — | — | — | |
| VDSRScale=x82021.12 | 19.93 | 0.5953 | — | — | — | — | — | — | — | |
| MemNetScale=x162021.12 | 19.88 | 0.5401 | — | — | — | — | — | — | — | |
| MSRNScale=x162021.12 | 19.87 | 0.5316 | — | — | — | — | — | — | — | |
| BicubicScale=x82021.12 | 19.72 | 0.5403 | — | — | — | — | — | — | — | |
| 360-SSScale=x162021.12 | 19.62 | 0.5308 | — | — | — | — | — | — | — | |
| SRCNNScale=x82021.12 | 19.46 | 0.5701 | — | — | — | — | — | — | — | |
| LapSRNScale=x162021.12 | 18.46 | 0.5068 | — | — | — | — | — | — | — | |
| VDSRScale=x162021.12 | 18.21 | 0.4867 | — | — | — | — | — | — | — | |
| SRCNNScale=x162021.12 | 17.95 | 0.4684 | — | — | — | — | — | — | — | |
| BicubicScale=x162021.12 | 17.56 | 0.4638 | — | — | — | — | — | — | — | |
| 360-SSProjection Type=Fisheye, FOV=180, Up-sampling=Bicubic2021.12 | — | — | 21.61 | 0.6962 | — | — | — | — | — | |
| BicubicProjection Type=Fisheye, FOV=1802021.12 | — | — | 22.75 | 0.7157 | — | — | — | — | — | |
| D-DBPNProjection Type=Fisheye, FOV=180, Up-sampling=Bicubic2021.12 | — | — | 24.02 | 0.7401 | — | — | — | — | — | |
| EDSRProjection Type=Fisheye, FOV=180, Up-sampling=Bicubic2021.12 | — | — | 23.98 | 0.7452 | — | — | — | — | — | |
| LAU-NetProjection Type=Fisheye, FOV=180, Up-sampling=Bicubic2021.12 | — | — | 24.97 | 0.7727 | — | — | — | — | — | |
| RCANProjection Type=Fisheye, FOV=180, Up-sampling=Bicubic2021.12 | — | — | 24.08 | 0.7452 | — | — | — | — | — | |
| SphereSRProjection Type=Fisheye, FOV=180, SLIIF=false, Up-sampling=Bicubic2021.12 | — | — | 25 | 0.7477 | — | — | — | — | — | |
| SphereSRProjection Type=Fisheye, FOV=180, SLIIF=true2021.12 | — | — | 25.14 | 0.778 | — | — | — | — | — | |
| SRCNNProjection Type=Fisheye, FOV=180, Up-sampling=Bicubic2021.12 | — | — | 23.47 | 0.7295 | — | — | — | — | — |