Semantic Scene Completion on NYUCAD (test)
25.9Error Rate (Ceiling)TS3D
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TS3DResolution=(240, 60)2021.04 | 25.9 | 93.8 | 48.9 | 33.4 | 31.2 | 66.1 | 56.4 | 31.6 | 38.5 | 51.4 | 30.8 | 46.2 | — | |
| TS3DType=End-to-end2023.01 | 25.9 | 93.8 | 48.9 | 33.4 | 31.2 | 66.1 | 56.4 | 31.6 | 38.5 | 51.4 | 30.8 | — | 46.2 | |
| SSCNet2019.03 | 32.5 | 92.6 | 40.2 | 8.9 | 33.9 | 57 | 59.5 | 28.3 | 8.1 | 44.8 | 25.1 | 40 | — | |
| SSCNet2020.02 | 32.5 | 92.6 | 40.2 | 8.9 | 33.9 | 57 | 59.5 | 28.3 | 8.1 | 44.8 | 25.1 | 40 | — | |
| SSCNetResolution=(240, 60)2021.04 | 32.5 | 92.6 | 40.2 | 8.9 | 33.9 | 57 | 59.5 | 28.3 | 8.1 | 44.8 | 25.1 | 40 | — | |
| SSCNetpipeline type=straight-forward, train=NYUCAD2021.11 | 32.5 | 92.6 | 40.2 | 8.9 | 40 | 60 | 62.5 | 34 | 9.4 | 49.2 | 26.5 | 40 | — | |
| SSCNetType=End-to-end2023.01 | 32.5 | 92.6 | 40.2 | 8.9 | 33.9 | 57 | 59.5 | 28.3 | 8.1 | 44.8 | 25.1 | — | 40 | |
| SSCNetInputs=D2024.03 | 32.5 | 92.6 | 40.2 | 8.9 | 33.9 | 57 | 59.5 | 28.3 | 8.1 | 44.8 | 25.1 | 40 | — | |
| TS3D2019.03 | 33.8 | 92.9 | 46.8 | 27 | 27.9 | 61.6 | 51.6 | 27.6 | 26.9 | 44.5 | 22 | 42.1 | — | |
| TS3D2020.02 | 33.8 | 92.9 | 46.8 | 27 | 27.9 | 61.6 | 51.6 | 27.6 | 26.9 | 44.5 | 22 | 42.1 | — | |
| GRFNet2020.02 | 50.3 | 91.8 | 58.1 | 18.4 | 42.7 | 60.6 | 52.8 | 34.6 | 11.5 | 46.6 | 30.8 | 45.3 | — | |
| AICNetResolution=(60, 60)2021.04 | 53 | 91.2 | 57.2 | 20.2 | 44.6 | 58.4 | 56.2 | 36.2 | 9.7 | 47.1 | 30.4 | 45.8 | — | |
| AICNetType=End-to-end2023.01 | 53 | 91.2 | 57.2 | 20.2 | 44.6 | 58.4 | 56.2 | 36.2 | 9.7 | 47.1 | 30.4 | — | 45.8 | |
| AIC-NetInputs=RGB+D2024.03 | 53 | 91.2 | 57.2 | 20.2 | 44.6 | 58.4 | 56.2 | 36.2 | 9.7 | 47.1 | 30.4 | 45.8 | — | |
| DDR-Net2019.03 | 54.1 | 91.5 | 56.4 | 14.9 | 37 | 55.7 | 51 | 28.8 | 9.2 | 44.1 | 27.8 | 42.8 | — | |
| DDR-SSC2020.02 | 54.1 | 91.5 | 56.4 | 14.9 | 37 | 55.7 | 51 | 28.8 | 9.2 | 44.1 | 27.8 | 42.8 | — | |
| DDRNetResolution=(60, 60)2021.04 | 54.1 | 91.5 | 56.4 | 14.9 | 37 | 55.7 | 51 | 28.8 | 9.2 | 44.1 | 27.8 | 42.8 | — | |
| DDRNetType=End-to-end2023.01 | 54.1 | 91.5 | 56.4 | 14.9 | 37 | 55.7 | 51 | 28.8 | 9.2 | 44.1 | 27.8 | — | 42.8 | |
| DDRNetInputs=RGB+D2024.03 | 54.1 | 91.5 | 56.4 | 14.9 | 37 | 55.7 | 51 | 28.8 | 9.2 | 44.1 | 27.8 | 42.8 | — | |
| PCANetInputs=RGB+D2024.03 | 54.8 | 93.1 | 62.8 | 44.3 | 52.3 | 75.6 | 70.2 | 46.9 | 44.8 | 65.3 | 45.8 | 59.6 | — | |
| CCPNetResolution=(240, 240)2021.04 | 56.2 | 94.6 | 58.7 | 35.1 | 44.8 | 68.6 | 65.3 | 37.6 | 35.5 | 53.1 | 35.2 | 53.2 | — | |
| CCPNetpipeline type=straight-forward, train=NYUCAD2021.11 | 56.2 | 96.6 | 58.7 | 35.1 | 44.8 | 68.6 | 65.3 | 37.6 | 35.5 | 53.1 | 35.2 | 53.2 | — | |
| CCPNetType=End-to-end2023.01 | 56.2 | 94.6 | 58.7 | 35.1 | 44.8 | 68.6 | 65.3 | 37.6 | 35.5 | 53.1 | 35.2 | — | 53.2 | |
| CCPNetInputs=D2024.03 | 56.2 | 94.6 | 58.7 | 35.1 | 44.8 | 68.6 | 65.3 | 37.6 | 35.5 | 53.1 | 35.2 | 53.2 | — | |
| DDRNet-GEType=End-to-end2023.01 | 56.7 | 91.9 | 57.7 | 25.1 | 36.5 | 54.1 | 49.3 | 29.1 | 21.8 | 43.2 | 26.9 | — | 44.7 | |
| CCPNetpipeline type=straight-forward, train=SUNCG2021.11 | 58.1 | 95.1 | 60.5 | 36.8 | 47.2 | 69.3 | 67.7 | 39.8 | 37.6 | 55.4 | 37.6 | 55 | — | |
| SketchResolution=(60, 60)2021.04 | 59.7 | 94.3 | 64.3 | 32.6 | 51.7 | 72 | 68.7 | 45.9 | 19 | 60.5 | 38.5 | 55.2 | — | |
| SketchAwarepipeline type=straight-forward, train=NYUCAD2021.11 | 59.7 | 94.3 | 64.3 | 32.6 | 51.7 | 72 | 68.7 | 45.9 | 19 | 60.5 | 38.5 | 55.2 | — | |
| SketchType=End-to-end2023.01 | 59.7 | 94.3 | 64.3 | 32.6 | 51.7 | 72 | 68.7 | 45.9 | 19 | 60.5 | 38.5 | — | 55.2 | |
| 3D-SketchInputs=RGB+D2024.03 | 59.7 | 94.3 | 64.3 | 32.6 | 51.7 | 72 | 68.7 | 45.9 | 19 | 60.5 | 38.5 | 55.2 | — | |
| AMMNetInputs=RGB+D2024.03 | 61.3 | 94.7 | 65 | 38.9 | 58.1 | 76.3 | 73.2 | 47.3 | 46.6 | 62 | 42.6 | 60.5 | — | |
| BiSeNetResolution=(60, 60), Type=Baseline2021.04 | 61.5 | 94.2 | 62.7 | 38 | 48.1 | 69.5 | 59.3 | 40.1 | 25.8 | 54.6 | 35.3 | 53.6 | — | |
| DeepLabv3Resolution=(60, 60), Type=Baseline2021.04 | 62 | 94.1 | 63.3 | 43.5 | 50.8 | 73.3 | 63.5 | 42.2 | 40.6 | 58.2 | 39.7 | 57.4 | — | |
| SISNetResolution=(60, 60), Backbone=DeepLabv32021.04 | 63.4 | 94.4 | 67.2 | 52.4 | 59.2 | 77.9 | 71.1 | 51.8 | 46.2 | 65.8 | 48.8 | 63.5 | — | |
| SISNet-DLabv3pipeline type=iterative, train=NYUCAD2021.11 | 63.4 | 94.4 | 67.2 | 52.4 | 59.2 | 77.9 | 71.1 | 58.1 | 46.2 | 65.8 | 48.8 | 63.5 | — | |
| SISNetInputs=RGB+D, Backbone=DeepLabv32024.03 | 63.4 | 94.4 | 67.2 | 52.4 | 59.2 | 77.9 | 71.1 | 51.8 | 46.2 | 65.8 | 48.8 | 63.5 | — | |
| Sketch-GEType=End-to-end2023.01 | 65.1 | 94.4 | 64.9 | 40.9 | 50.3 | 69.4 | 58.5 | 38.5 | 40.8 | 57.7 | 37.2 | — | 56.1 | |
| SPAWNpipeline type=straight-forward, train=NYUCAD2021.11 | 65.3 | 94.7 | 61.9 | 36.9 | 69.6 | 82.2 | 72.8 | 49.1 | 43.6 | 63.4 | 44.4 | 62.2 | — | |
| AMMNetInputs=RGB+D, Backbone=DeepLabv32024.03 | 65.5 | 94.6 | 65.8 | 52 | 64.9 | 81.1 | 78.2 | 57.6 | 66.9 | 67.4 | 45.1 | 67.2 | — | |
| SISNetResolution=(60, 60), Backbone=BiSeNet2021.04 | 65.6 | 94.4 | 67.1 | 45.2 | 57.2 | 75.5 | 66.4 | 50.9 | 31.1 | 62.5 | 42.9 | 59.9 | — | |
| SISNet-BiSeNetpipeline type=iterative, train=NYUCAD2021.11 | 65.6 | 94.4 | 67.1 | 45.2 | 57.2 | 75.5 | 66.4 | 50.9 | 31.1 | 62.5 | 42.9 | 59.9 | — | |
| SISNetType=Iterative2023.01 | 65.6 | 94.4 | 67.1 | 45.2 | 57.2 | 75.5 | 66.4 | 50.9 | 31.1 | 62.5 | 42.9 | — | 59.9 | |
| CVSformerInputs=RGB+D, Backbone=DeepLabv32024.03 | 65.6 | 94.2 | 60.6 | 54.7 | 60.4 | 81.8 | 71.3 | 49.8 | 55.5 | 65.5 | 43.5 | 63.9 | — | |
| SPAWNpipeline type=straight-forward, train=SUNCG2021.11 | 77.6 | 95 | 68 | 38.1 | 67.9 | 82.2 | 77.1 | 56.8 | 50 | 65.7 | 46.5 | 65.9 | — | |
| SISNet-BaseType=End-to-end2023.01 | — | — | — | — | — | — | — | — | — | — | — | — | 53.6 |