Depth Map Super-Resolution on RGB-D-D (test)
1.11RMSEFDSR+
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FDSR+Scale factor=x4, Training data=RGB-D-D, Training manner=downsampling2021.04 | 1.11 | — | — | |
| FDSRScale factor=x4, Training data=NYU v22021.04 | 1.16 | — | — | |
| FDKNScale factor=x4, Training data=NYU v22021.04 | 1.18 | — | — | |
| DKNScale factor=x4, Training data=NYU v22021.04 | 1.3 | — | — | |
| FDSR+Scale factor=x8, Training data=RGB-D-D, Training manner=downsampling2021.04 | 1.71 | — | — | |
| FDSRScale factor=x8, Training data=NYU v22021.04 | 1.82 | — | — | |
| FDKNScale factor=x8, Training data=NYU v22021.04 | 1.91 | — | — | |
| DKNScale factor=x8, Training data=NYU v22021.04 | 1.96 | — | — | |
| SDFScale factor=x4, Training data=NYU v22021.04 | 2 | — | — | |
| FDSR+Scale factor=x16, Training data=RGB-D-D, Training manner=downsampling2021.04 | 3.01 | — | — | |
| FDSRScale factor=x16, Training data=NYU v22021.04 | 3.06 | — | — | |
| SDFScale factor=x8, Training data=NYU v22021.04 | 3.23 | — | — | |
| DJFRScale factor=x4, Training data=NYU v22021.04 | 3.35 | — | — | |
| SVLRMScale factor=x4, Training data=NYU v22021.04 | 3.39 | — | — | |
| DJFScale factor=x4, Training data=NYU v22021.04 | 3.41 | — | — | |
| FDKNScale factor=x16, Training data=NYU v22021.04 | 3.41 | — | — | |
| DKNScale factor=x16, Training data=NYU v22021.04 | 3.42 | — | — | |
| SPFNetScale Factor=x32, Downsampling Method=bicubic2024.02 | 3.97 | — | — | |
| SPFNet-DScale Factor=x32, Downsampling Method=bicubic2024.02 | 4.13 | — | — | |
| SPFNet-TScale Factor=x32, Downsampling Method=bicubic2024.02 | 4.8 | — | — | |
| DORNetScale Factor=x32, Downsampling Method=bicubic2024.02 | 5.05 | — | — | |
| FDSRScale Factor=x32, Downsampling Method=bicubic2024.02 | 5.08 | — | — | |
| SGNetScale Factor=x32, Downsampling Method=bicubic2024.02 | 5.15 | — | — | |
| SDFScale factor=x16, Training data=NYU v22021.04 | 5.16 | — | — | |
| FDSR++Scale=x4, Training Manner=real-world training manner2021.04 | 5.49 | 1.71 | 42.89 | |
| DJFScale factor=x8, Training data=NYU v22021.04 | 5.57 | — | — | |
| DJFRScale factor=x8, Training data=NYU v22021.04 | 5.57 | — | — | |
| SVLRMScale factor=x8, Training data=NYU v22021.04 | 5.59 | — | — | |
| DKNScale Factor=x32, Downsampling Method=bicubic2024.02 | 5.97 | — | — | |
| DCTNetScale Factor=x32, Downsampling Method=bicubic2024.02 | 5.99 | — | — | |
| DJFRScale Factor=x32, Downsampling Method=bicubic2024.02 | 6.48 | — | — | |
| SDFScale=x42021.04 | 7.16 | 2.86 | 52.78 | |
| DKNScale=x42021.04 | 7.38 | 2.83 | 51.9 | |
| FDKNScale=x42021.04 | 7.5 | 2.85 | 51.73 | |
| FDSRScale=x42021.04 | 7.5 | 2.9 | 51.89 | |
| CUNetScale Factor=x32, Downsampling Method=bicubic2024.02 | 7.75 | — | — | |
| DJFScale=x42021.04 | 7.9 | 3.62 | 50.56 | |
| DJFRScale factor=x16, Training data=NYU v22021.04 | 7.99 | — | — | |
| DJFRScale=x42021.04 | 8.01 | 3.67 | 52.28 | |
| SVLRMScale=x42021.04 | 8.05 | 3.62 | 51.87 | |
| DJFScale factor=x16, Training data=NYU v22021.04 | 8.15 | — | — | |
| SVLRMScale factor=x16, Training data=NYU v22021.04 | 8.28 | — | — | |
| DJFUpscaling factor=x42021.04 | — | 0.82 | 5.65 | |
| DJFUpscaling factor=x82021.04 | — | 2.19 | 17.07 | |
| DJFUpscaling factor=x162021.04 | — | 4.89 | 35.32 | |
| DJFRUpscaling factor=x42021.04 | — | 0.79 | 5.26 | |
| DJFRUpscaling factor=x82021.04 | — | 2.15 | 15.66 | |
| DJFRUpscaling factor=x162021.04 | — | 4.78 | 34.54 | |
| DKNUpscaling factor=x42021.04 | — | 0.14 | 2.11 | |
| DKNUpscaling factor=x82021.04 | — | 0.33 | 3.55 | |
| DKNUpscaling factor=x162021.04 | — | 1.54 | 12.93 | |
| FDKNUpscaling factor=x42021.04 | — | 0.11 | 1.39 | |
| FDKNUpscaling factor=x82021.04 | — | 0.28 | 3.41 | |
| FDKNUpscaling factor=x162021.04 | — | 0.94 | 11.73 | |
| FDSRUpscaling factor=x4, Training manner=real-world training2021.04 | — | 0.1 | 1.38 | |
| FDSRUpscaling factor=x8, Training manner=real-world training2021.04 | — | 0.26 | 3.09 | |
| FDSRUpscaling factor=x16, Training manner=real-world training2021.04 | — | 0.76 | 12.47 | |
| FDSR+Upscaling factor=x4, Training manner=downsampling training2021.04 | — | 0.09 | 1.15 | |
| FDSR+Upscaling factor=x8, Training manner=downsampling training2021.04 | — | 0.21 | 2.79 | |
| FDSR+Upscaling factor=x16, Training manner=downsampling training2021.04 | — | 0.67 | 11.68 | |
| SDFUpscaling factor=x42021.04 | — | 0.33 | 3.22 | |
| SDFUpscaling factor=x82021.04 | — | 0.9 | 8.74 | |
| SDFUpscaling factor=x162021.04 | — | 2.37 | 20.71 | |
| SVLRMUpscaling factor=x42021.04 | — | 0.8 | 5.08 | |
| SVLRMUpscaling factor=x82021.04 | — | 2.11 | 15.18 | |
| SVLRMUpscaling factor=x162021.04 | — | 4.58 | 34.3 |