Scene Completion on NYUCAD
86.3mIoUPVA-Net
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PVA-NetInput=D, Resolution=(60, 60)2021.12 | 86.3 | 95.1 | 90.3 | |
| 3D sketch-aware semantic scene completion frameworkResolution=(60, 60), Trained on=NYUCAD, RGB-D based=true2020.03 | 84.2 | 90.6 | 92.2 | |
| 3D-SketchInput=RGB+D, Resolution=(60, 60)2021.12 | 84.2 | 90.6 | 92.2 | |
| CCPNetResolution=(240, 240), Trained on=NYUCAD2020.03 | 82.4 | 91.3 | 92.6 | |
| CCPNetInput=D, Resolution=(240, 240)2021.12 | 82.4 | 91.3 | 92.6 | |
| AIC-NetInput=RGB+D, Resolution=(240, 60)2021.12 | 80.5 | 88.2 | 90.3 | |
| VVNetRresolution=1202018.06 | 80.3 | 86.4 | 92 | |
| VVNetR-120Resolution=(120, 60), Trained on=NYUCAD+SUNCG2020.03 | 80.3 | 86.4 | 92 | |
| DDRNetResolution=(240, 60), Trained on=NYUCAD, RGB-D based=true2020.03 | 79.4 | 88.7 | 88.5 | |
| DDRNetInput=RGB+D, Resolution=(240, 60)2021.12 | 79.4 | 88.7 | 88.5 | |
| VVNetRresolution=602018.06 | 79.2 | 85.6 | 91.5 | |
| IMENetInput=RGB+D, Resolution=(60, 60)2021.12 | 79.1 | 84.8 | 92.3 | |
| VVNetresolution=1202018.06 | 78.5 | 83.3 | 93.1 | |
| SSCNet*2018.06 | 78 | 83.2 | 92.7 | |
| Two Stream 3D Semantic Scene Completiontrained on=NYU, input_features=3ch2018.04 | 76.1 | — | — | |
| Two Stream 3D Semantic Scene Completiontrained on=NYU, input_features=one-hot2018.04 | 76.1 | — | — | |
| TS3DResolution=(240, 60), Trained on=NYUCAD, RGB-D based=true2020.03 | 76.1 | — | — | |
| TS3DInput=RGB+D, Resolution=(240, 60)2021.12 | 76.1 | — | — | |
| SSCNettrained on=SUNCG+NYU2018.04 | 73.2 | — | — | |
| SSCNetResolution=(240, 60), Trained on=NYUCAD+SUNCG2020.03 | 73.2 | 75.4 | 96.3 | |
| SSCNetInput=D, Resolution=(240, 60)2021.12 | 73.2 | 75.4 | 96.3 | |
| SSCNet2018.06 | 73 | 75 | 96 | |
| SSCNettrained on=NYU2018.04 | 70.3 | — | — | |
| SPCNetInput=D, Resolution=(60, 60)2021.12 | 61 | 81.4 | 70.9 | |
| Firman et al.2018.06 | 50.8 | 66.5 | 69.7 | |
| Firman et al.trained on=NYU2018.04 | 50.8 | — | — | |
| Firman et al.Resolution=(240, 60), Trained on=NYUCAD2020.03 | 50.8 | 66.5 | 69.7 | |
| Firman et al.Input=D, Resolution=(240, 60)2021.12 | 50.8 | 66.5 | 69.7 | |
| Zheng et al.2018.06 | 34.6 | 60.1 | 46.7 | |
| Zheng et al.trained on=NYU2018.04 | 34.6 | — | — | |
| Zheng et al.Resolution=(240, 60), Trained on=NYUCAD2020.03 | 34.6 | 60.1 | 46.7 | |
| Zheng et al.Input=D, Resolution=(240, 60)2021.12 | 34.6 | 60.1 | 46.7 |