Single-view 3D Reconstruction on ShapeNet-R2N2 (test)
64.2mIoUAttSets
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AttSetsBackbone=3D-R2N22018.08 | 64.2 | 59.4 | 55.2 | 78.3 | 84.4 | 55.9 | 56.5 | 44.5 | 72.1 | 60.1 | 70.3 | 59 | 74.3 | 60.1 | |
| PointSet2018.08 | 64 | 60.1 | 55 | 77.1 | 83.1 | 54.4 | 55.2 | 46.2 | 73.7 | 60.4 | 70.8 | 60.6 | 74.9 | 61.1 | |
| 3D-R2N2 (sum pooling)Backbone=3D-R2N2, Aggregation=sum pooling2018.08 | 63.3 | 58.8 | 53.6 | 77.1 | 83.8 | 55.4 | 54.7 | 44.2 | 71 | 59.8 | 69 | 57.5 | 72.8 | 59.8 | |
| 3D-R2N2 (mean pooling)Backbone=3D-R2N2, Aggregation=mean pooling2018.08 | 63.2 | 58.2 | 54 | 77.3 | 83.7 | 54.7 | 55 | 44 | 71.3 | 59.5 | 69.5 | 57.6 | 71.8 | 59.3 | |
| 3D-R2N2 (SMSO pooling)Backbone=3D-R2N2, Aggregation=SMSO pooling2018.08 | 62.3 | 57.2 | 52.1 | 76.3 | 83.3 | 54.1 | 54.8 | 43.3 | 70.4 | 58.1 | 68.2 | 56.6 | 72.1 | 58.1 | |
| 3D-R2N2 (max pooling)Backbone=3D-R2N2, Aggregation=max pooling2018.08 | 62 | 57.3 | 52.1 | 75.5 | 83.5 | 53.3 | 54.4 | 42.3 | 69.5 | 58.7 | 67.8 | 56.2 | 71 | 58.2 | |
| AORM2018.08 | 60 | 60.5 | 49.8 | 71.5 | 75.7 | 53.2 | 52.4 | 41.5 | 62.3 | 61.8 | 67.9 | 54.7 | 73.8 | 55.2 | |
| OGN2018.08 | 59.6 | 58.7 | 48.1 | 72.9 | 81.6 | 48.3 | 50.2 | 39.8 | 63.7 | 59.3 | 64.6 | 53.6 | 70.2 | 63.2 | |
| 3D-R2N2 (BP pooling)Backbone=3D-R2N2, Aggregation=BP pooling2018.08 | 58.8 | 53.6 | 46.9 | 74.7 | 81.6 | 48.4 | 49.9 | 39.8 | 63.7 | 55.6 | 64.6 | 52.8 | 68.1 | 55 | |
| 3D-R2N2 (GRU)Backbone=3D-R2N2, Aggregation=GRU2018.08 | 58 | 53 | 44.9 | 73 | 80.7 | 48.7 | 49.7 | 39.1 | 67.1 | 55.3 | 63.1 | 51.5 | 68.3 | 53.5 | |
| 3D-R2N2 (MHBN pooling)Backbone=3D-R2N2, Aggregation=MHBN pooling2018.08 | 57.8 | 52.8 | 45.1 | 74.2 | 81.2 | 47.1 | 48.7 | 38.6 | 67.7 | 54.8 | 63.7 | 51.5 | 67.4 | 54.6 | |
| OracleDistance threshold=0.01, Filtering Strategy=Ground Truth Best-of-5, Number of Samples=52023.02 | 43.2 | 68.1 | 44.4 | 30.3 | 42 | 37.7 | 35.7 | 39.9 | 28.8 | 68.6 | 29.8 | 42 | 52.3 | 42.4 | |
| PC^2-FMDistance threshold=0.01, Filtering Strategy=Automated IoU-based (Mask Supervision), Number of Samples=52023.02 | 34.3 | 58.9 | 33.4 | 21.1 | 37.2 | 30.9 | 26.8 | 32.6 | 21 | 58.5 | 22.4 | 29.7 | 38.9 | 34.1 | |
| PC^2-FMNumber of Samples=42023.02 | 34 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PC^2-FADistance threshold=0.01, Filtering Strategy=Mutual Agreement (No Mask Supervision), Number of Samples=52023.02 | 33.7 | 51.7 | 31.6 | 24.6 | 36.9 | 31.2 | 27.7 | 32 | 23.5 | 53.8 | 24.2 | 29.3 | 40 | 32.2 | |
| PC^2-FMNumber of Samples=32023.02 | 33.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PC^2-FMNumber of Samples=22023.02 | 33 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| [55]Distance threshold=0.012023.02 | 31.5 | 26.6 | 26.6 | 31.7 | 26.8 | 24.6 | 27.9 | 24.2 | 29.7 | 41 | 27.7 | 32.7 | 58.2 | 31.6 | |
| PC^2-FMNumber of Samples=12023.02 | 31 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PC^2Distance threshold=0.01, Filtering Strategy=None, Number of Samples=12023.02 | 30.9 | 47.3 | 30.5 | 20.3 | 35.9 | 29 | 23.2 | 30 | 20.4 | 52.2 | 20.5 | 27 | 33.1 | 32.4 | |
| [56]Distance threshold=0.012023.02 | 28.9 | 21.5 | 24.1 | 30.8 | 22 | 21.7 | 26.1 | 22 | 28.6 | 36.4 | 26 | 30.5 | 57.5 | 28.3 | |
| [1]Distance threshold=0.012023.02 | 24.4 | 22.5 | 19.8 | 25.6 | 21.1 | 19.4 | 19.6 | 18.6 | 22.9 | 35.6 | 20.8 | 26.3 | 40.7 | 24 |