Scene Completion on NYUCAD (test)
86.5mIoUSISNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SISNetResolution=(60, 60), Backbone=BiSeNet2021.04 | 86.5 | 94.2 | 91.3 | |
| SISNet-BiSeNetpipeline type=iterative, train=NYUCAD2021.11 | 86.5 | 94.2 | 91.3 | |
| SISNetType=Iterative2023.01 | 86.5 | 94.2 | 91.3 | |
| SISNetResolution=(60, 60), Backbone=DeepLabv32021.04 | 86.3 | 94.1 | 91.2 | |
| SISNet-DLabv3pipeline type=iterative, train=NYUCAD2021.11 | 86.3 | 94.1 | 91.2 | |
| SISNetInputs=RGB+D, Backbone=DeepLabv32024.03 | 86.3 | 94.1 | 91.2 | |
| Sketch-GEType=End-to-end2023.01 | 86.1 | 94.4 | 90.6 | |
| CVSformerInputs=RGB+D, Backbone=DeepLabv32024.03 | 86 | 94 | 91 | |
| CCPNetpipeline type=straight-forward, train=SUNCG2021.11 | 85.1 | 93.4 | 91.2 | |
| CCPNetTrained on=NYU+SUNCG2019.08 | 85.1 | 93.4 | 91.2 | |
| PCANetInputs=RGB+D2024.03 | 84.3 | 92.1 | 91.8 | |
| SketchResolution=(60, 60)2021.04 | 84.2 | 90.6 | 92.2 | |
| SketchAwarepipeline type=straight-forward, train=NYUCAD2021.11 | 84.2 | 90.6 | 92.2 | |
| SketchType=End-to-end2023.01 | 84.2 | 90.6 | 92.2 | |
| 3D-SketchInputs=RGB+D2024.03 | 84.2 | 90.6 | 92.2 | |
| AMMNetInputs=RGB+D, Backbone=DeepLabv32024.03 | 83.3 | 92.8 | 89 | |
| BiSeNetResolution=(60, 60), Type=Baseline2021.04 | 82.8 | 92.3 | 89 | |
| DeepLabv3Resolution=(60, 60), Type=Baseline2021.04 | 82.8 | 92 | 89.3 | |
| SISNet-BaseType=End-to-end2023.01 | 82.8 | — | — | |
| CCPNetResolution=(240, 240)2021.04 | 82.4 | 91.3 | 92.6 | |
| CCPNetpipeline type=straight-forward, train=NYUCAD2021.11 | 82.4 | 91.3 | 92.6 | |
| CCPNetType=End-to-end2023.01 | 82.4 | 91.3 | 92.6 | |
| CCPNetInputs=D2024.03 | 82.4 | 91.3 | 92.6 | |
| AMMNetInputs=RGB+D2024.03 | 82.4 | 92.4 | 88.4 | |
| CCPNetTrained on=NYU2019.08 | 82.4 | 91.3 | 92.6 | |
| DDRNet-GEType=End-to-end2023.01 | 81.2 | 89.4 | 90.2 | |
| PoinTrType=Depth Only2023.01 | 80.9 | 89.8 | 91.7 | |
| AICNetResolution=(60, 60)2021.04 | 80.5 | 88.2 | 90.3 | |
| AICNetType=End-to-end2023.01 | 80.5 | 88.2 | 90.3 | |
| AIC-NetInputs=RGB+D2024.03 | 80.5 | 88.2 | 90.3 | |
| VVNetTrained on=NYU+SUNCG2019.08 | 80.3 | 86.4 | 92 | |
| GRFNet2020.02 | 80.1 | 87.2 | 91 | |
| DDR-Net2019.03 | 79.4 | 88.7 | 88.5 | |
| DDR-SSC2020.02 | 79.4 | 88.7 | 88.5 | |
| DDRNetResolution=(60, 60)2021.04 | 79.4 | 88.7 | 88.5 | |
| DDRNetType=End-to-end2023.01 | 79.4 | 88.7 | 88.5 | |
| DDRNetInputs=RGB+D2024.03 | 79.4 | 88.7 | 88.5 | |
| DDRNetTrained on=NYU2019.08 | 79.4 | 88.7 | 88.5 | |
| SPAWNpipeline type=straight-forward, train=SUNCG2021.11 | 78.9 | 86.3 | 90.1 | |
| TS3D,V2Trained on=NYU2019.08 | 76.9 | 81.2 | 93.6 | |
| TS3D,V3+Trained on=NYU2019.08 | 76.5 | 80.2 | 94.4 | |
| TS3DResolution=(240, 60)2021.04 | 76.1 | — | — | |
| TS3DType=End-to-end2023.01 | 76.1 | — | — | |
| SPAWNpipeline type=straight-forward, train=NYUCAD2021.11 | 75.6 | 84.5 | 87.8 | |
| TS3D2019.03 | 74.2 | 80.2 | 91 | |
| TS3D2020.02 | 74.2 | 80.2 | 91 | |
| SSCNet2019.03 | 73.2 | 75.4 | 96.3 | |
| SSCNet2020.02 | 73.2 | 75.4 | 96.3 | |
| SSCNetResolution=(240, 60)2021.04 | 73.2 | 75.4 | 96.3 | |
| SSCNetpipeline type=straight-forward, train=NYUCAD2021.11 | 73.2 | 75.4 | 96.3 | |
| SSCNetType=End-to-end2023.01 | 73.2 | 75.4 | 96.3 | |
| SSCNetInputs=D2024.03 | 73.2 | 75.4 | 96.3 | |
| SSCNetTrained on=NYU+SUNCG2019.08 | 73.2 | 75.4 | 96.3 | |
| SSCNetTrained on=NYU2019.08 | 70.3 | 75 | 92.3 | |
| Firman et al.2019.03 | 50.8 | 66.5 | 69.7 | |
| Firman et al.2020.02 | 50.8 | 66.5 | 69.7 | |
| Firman et al.Trained on=NYU2019.08 | 50.8 | 66.5 | 69.7 | |
| Zheng et al.2019.03 | 34.6 | 60.1 | 46.7 | |
| Zheng et al.2020.02 | 34.6 | 60.1 | 46.7 | |
| Zheng et al.Trained on=NYU2019.08 | 34.6 | 60.1 | 46.7 |