3D Reconstruction on ShapeNet
85.8mIoU (Car)2D-3D self-consistency framework
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2D-3D self-consistency frameworkSupervision=Fully supervised2018.11 | 85.8 | — | 69.2 | — | — | — | 56.7 | — | — | — | — | — | 70.6 | — | |
| MatryoshkaSupervision=Fully supervised2018.11 | 85 | — | 64.7 | — | — | — | 54.7 | — | — | — | — | — | 68.1 | — | |
| R2N2Level of supervision=F3D2017.05 | 83.38 | 96.31 | 54.25 | 77.47 | 67.84 | 85.82 | 51.74 | 72.66 | 55.89 | 77.54 | 49.5 | 69.82 | 62.1 | 81.23 | |
| PSGNSupervision=Fully supervised2018.11 | 83.1 | — | 60.1 | — | — | — | 54.4 | — | — | — | — | — | 65.9 | — | |
| voxel tubeSupervision=Fully supervised2018.11 | 82.1 | — | 67.1 | — | — | — | 55 | — | — | — | — | — | 68.1 | — | |
| OGNSupervision=Fully supervised2018.11 | 81.6 | — | 58.7 | — | — | — | 48.3 | — | — | — | — | — | 62.9 | — | |
| 3D-R2N2Supervision=Fully supervised2018.11 | 79.8 | — | 51.3 | — | — | — | 46.6 | — | — | — | — | — | 59.2 | — | |
| RP+NNLevel of supervision=5 views 2D + U3D2017.05 | 67.44 | 65.08 | 46.71 | 41.87 | 54.67 | 50.79 | 34.49 | 28.29 | 30.81 | 25.01 | 31.16 | 24.77 | 44.65 | 39.85 | |
| PTNLevel of supervision=5 views 2D2017.05 | 65.93 | 85.04 | 44.22 | 67.21 | 51.88 | 71.8 | 37.36 | 50.81 | 35.56 | 53.67 | 33.74 | 47.25 | 45.72 | 64.09 | |
| RPLevel of supervision=5 views 2D2017.05 | 65.21 | 87.13 | 43.44 | 66.94 | 52.42 | 70.23 | 37.17 | 50.48 | 31.97 | 44.64 | 32.1 | 43.77 | 44.42 | 61.23 | |
| McReconLevel of supervision=5 views 2D + U3D2017.05 | 61.42 | 86.74 | 45.23 | 68.77 | 54.58 | 74.73 | 43.65 | 62.12 | 42.04 | 57.41 | 40.09 | 57.7 | 48.49 | 68.51 | |
| VCLevel of supervision=5 views 2D2017.05 | 57.84 | 54.3 | 34.52 | 29.36 | 52.57 | 49.41 | 40.48 | 35.09 | 35.49 | 30.11 | 33.87 | 27.88 | 43.36 | 38.57 | |
| McReconLevel of supervision=1 view 2D + U3D2017.05 | 56.22 | 82.44 | 37.27 | 59.11 | 37.91 | 55.97 | 35.03 | 48.28 | 35.32 | 45.82 | 29.53 | 39.12 | 40.36 | 57.29 | |
| RP+NNLevel of supervision=1 view 2D + U3D2017.05 | 54.51 | 55.82 | 20.57 | 15.6 | 27.67 | 22.85 | 15.56 | 10.56 | 12.85 | 8.72 | 17.58 | 11.83 | 25.97 | 22.67 | |
| PTNLevel of supervision=1 view 2D2017.05 | 44.37 | 77.25 | 33.52 | 55.68 | 33.09 | 49.47 | 22.41 | 31.78 | 19.77 | 28 | 21.45 | 28.84 | 29.31 | 46.2 | |
| RPLevel of supervision=1 view 2D2017.05 | 37.91 | 72.5 | 25.08 | 49.97 | 34.27 | 50.93 | 19.3 | 33.61 | 18.21 | 26.64 | 21.88 | 30.03 | 25.77 | 44.52 | |
| VCLevel of supervision=1 view 2D2017.05 | 26.05 | 24.02 | 10.92 | 8.06 | 26.27 | 24.51 | 20.35 | 18.52 | 17.35 | 15.46 | 13.03 | 10.64 | 19.86 | 17.81 |