Joint Depth Super-Resolution and Denoising on NYU v2 (test)
5.14RMSESPFNet
Evaluation results
| Method | Links | |
|---|---|---|
| SPFNetScaling factor=x4, Noise condition=Gaussian noise to LR depth2024.02 | 5.14 | |
| SPFNet-DScaling factor=x4, Noise condition=Gaussian noise to LR depth2024.02 | 5.26 | |
| SGNetScaling factor=x4, Noise condition=Gaussian noise to LR depth2024.02 | 5.33 | |
| SPFNetScaling factor=x4, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 5.34 | |
| SUFTScaling factor=x4, Noise condition=Gaussian noise to LR depth2024.02 | 5.46 | |
| DORNetScaling factor=x4, Noise condition=Gaussian noise to LR depth2024.02 | 5.69 | |
| SPFNet-TScaling factor=x4, Noise condition=Gaussian noise to LR depth2024.02 | 5.94 | |
| FDSRScaling factor=x4, Noise condition=Gaussian noise to LR depth2024.02 | 5.99 | |
| DORNetScaling factor=x4, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 6.03 | |
| SPFNet-TScaling factor=x4, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 6.04 | |
| SGNetScaling factor=x4, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 6.22 | |
| DCTNetScaling factor=x4, Noise condition=Gaussian noise to LR depth2024.02 | 6.41 | |
| SPFNet-DScaling factor=x4, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 6.59 | |
| SUFTScaling factor=x4, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 6.65 | |
| FDSRScaling factor=x4, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 6.88 | |
| DKNScaling factor=x4, Noise condition=Gaussian noise to LR depth2024.02 | 7.06 | |
| DCTNetScaling factor=x4, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 7.38 | |
| FDKNScaling factor=x4, Noise condition=Gaussian noise to LR depth2024.02 | 7.41 | |
| SPFNetScaling factor=x8, Noise condition=Gaussian noise to LR depth2024.02 | 7.44 | |
| DKNScaling factor=x4, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 7.54 | |
| FDKNScaling factor=x4, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 7.54 | |
| SPFNetScaling factor=x8, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 7.66 | |
| CUNetScaling factor=x4, Noise condition=Gaussian noise to LR depth2024.02 | 7.8 | |
| SPFNet-DScaling factor=x8, Noise condition=Gaussian noise to LR depth2024.02 | 7.86 | |
| SUFTScaling factor=x8, Noise condition=Gaussian noise to LR depth2024.02 | 7.94 | |
| SGNetScaling factor=x8, Noise condition=Gaussian noise to LR depth2024.02 | 7.95 | |
| DJFRScaling factor=x4, Noise condition=Gaussian noise to LR depth2024.02 | 7.99 | |
| CUNetScaling factor=x4, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 8.32 | |
| DJFRScaling factor=x4, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 8.47 | |
| SPFNet-TScaling factor=x8, Noise condition=Gaussian noise to LR depth2024.02 | 8.48 | |
| DJFScaling factor=x4, Noise condition=Gaussian noise to LR depth2024.02 | 8.53 | |
| SPFNet-TScaling factor=x8, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 8.6 | |
| DORNetScaling factor=x8, Noise condition=Gaussian noise to LR depth2024.02 | 8.65 | |
| FDSRScaling factor=x8, Noise condition=Gaussian noise to LR depth2024.02 | 8.68 | |
| DORNetScaling factor=x8, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 8.69 | |
| DJFScaling factor=x4, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 8.91 | |
| SPFNet-DScaling factor=x8, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 9.79 | |
| DCTNetScaling factor=x8, Noise condition=Gaussian noise to LR depth2024.02 | 9.81 | |
| SGNetScaling factor=x8, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 9.92 | |
| SUFTScaling factor=x8, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 9.93 | |
| DKNScaling factor=x8, Noise condition=Gaussian noise to LR depth2024.02 | 10.26 | |
| FDSRScaling factor=x8, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 10.3 | |
| FDKNScaling factor=x8, Noise condition=Gaussian noise to LR depth2024.02 | 10.69 | |
| CUNetScaling factor=x8, Noise condition=Gaussian noise to LR depth2024.02 | 10.72 | |
| SPFNetScaling factor=x16, Noise condition=Gaussian noise to LR depth2024.02 | 10.96 | |
| DCTNetScaling factor=x8, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 10.99 | |
| DKNScaling factor=x8, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 11.04 | |
| FDKNScaling factor=x8, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 11.23 | |
| SPFNetScaling factor=x16, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 11.31 | |
| CUNetScaling factor=x8, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 11.49 | |
| DJFRScaling factor=x8, Noise condition=Gaussian noise to LR depth2024.02 | 11.65 | |
| SGNetScaling factor=x16, Noise condition=Gaussian noise to LR depth2024.02 | 12.19 | |
| SUFTScaling factor=x16, Noise condition=Gaussian noise to LR depth2024.02 | 12.23 | |
| SPFNet-DScaling factor=x16, Noise condition=Gaussian noise to LR depth2024.02 | 12.32 | |
| DJFScaling factor=x8, Noise condition=Gaussian noise to LR depth2024.02 | 12.38 | |
| DJFRScaling factor=x8, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 12.48 | |
| SPFNet-TScaling factor=x16, Noise condition=Gaussian noise to LR depth2024.02 | 12.56 | |
| SPFNet-TScaling factor=x16, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 12.67 | |
| DJFScaling factor=x8, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 13.14 | |
| FDSRScaling factor=x16, Noise condition=Gaussian noise to LR depth2024.02 | 13.28 | |
| DORNetScaling factor=x16, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 13.32 | |
| DORNetScaling factor=x16, Noise condition=Gaussian noise to LR depth2024.02 | 13.7 | |
| DCTNetScaling factor=x16, Noise condition=Gaussian noise to LR depth2024.02 | 14.81 | |
| DKNScaling factor=x16, Noise condition=Gaussian noise to LR depth2024.02 | 15.4 | |
| SPFNet-DScaling factor=x16, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 15.45 | |
| SGNetScaling factor=x16, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 15.5 | |
| CUNetScaling factor=x16, Noise condition=Gaussian noise to LR depth2024.02 | 15.52 | |
| SUFTScaling factor=x16, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 15.55 | |
| FDKNScaling factor=x16, Noise condition=Gaussian noise to LR depth2024.02 | 15.72 | |
| FDSRScaling factor=x16, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 16 | |
| CUNetScaling factor=x16, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 16.6 | |
| DKNScaling factor=x16, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 16.77 | |
| DCTNetScaling factor=x16, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 16.9 | |
| FDKNScaling factor=x16, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 16.92 | |
| DJFRScaling factor=x16, Noise condition=Gaussian noise to LR depth2024.02 | 17.06 | |
| DJFScaling factor=x16, Noise condition=Gaussian noise to LR depth2024.02 | 17.86 | |
| DJFRScaling factor=x16, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 18.11 | |
| DJFScaling factor=x16, Noise condition=Gaussian noise to both LR depth and RGB image2024.02 | 18.72 |