Multi-view 3D Reconstruction on ShapeNet r2n2 13 categories (test)
69.5mIoUBaser2n2-AttSets (Ours)
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Baser2n2-AttSets (Ours)number of views=24, training_protocol=Group 42018.08 | 69.5 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-AttSets (Ours)number of views=20, training_protocol=Group 42018.08 | 69.4 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-AttSets (Ours)number of views=16, training_protocol=Group 42018.08 | 69.3 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-sum poolingnumber of views=24, training_protocol=Group 42018.08 | 69.1 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-sum poolingnumber of views=20, training_protocol=Group 42018.08 | 69 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-max poolingnumber of views=24, training_protocol=Group 42018.08 | 68.9 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-sum poolingnumber of views=16, training_protocol=Group 42018.08 | 68.9 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-max poolingnumber of views=20, training_protocol=Group 42018.08 | 68.8 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-AttSets (Ours)number of views=12, training_protocol=Group 42018.08 | 68.8 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-max poolingnumber of views=16, training_protocol=Group 42018.08 | 68.5 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-mean poolingnumber of views=24, training_protocol=Group 42018.08 | 68.5 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-mean poolingnumber of views=20, training_protocol=Group 42018.08 | 68.4 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-SMSO poolingnumber of views=24, training_protocol=Group 42018.08 | 68.4 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-AttSets (Ours)number of views=8, training_protocol=Group 42018.08 | 68.4 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-mean poolingnumber of views=16, training_protocol=Group 42018.08 | 68.3 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-sum poolingnumber of views=12, training_protocol=Group 42018.08 | 68.2 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-SMSO poolingnumber of views=20, training_protocol=Group 42018.08 | 68.2 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-SMSO poolingnumber of views=16, training_protocol=Group 42018.08 | 68.1 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-max poolingnumber of views=12, training_protocol=Group 42018.08 | 67.9 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-sum poolingnumber of views=8, training_protocol=Group 42018.08 | 67.8 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-mean poolingnumber of views=12, training_protocol=Group 42018.08 | 67.7 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-AttSets (Ours)number of views=5, training_protocol=Group 42018.08 | 67.6 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-SMSO poolingnumber of views=12, training_protocol=Group 42018.08 | 67.4 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-AttSets (Ours)number of views=4, training_protocol=Group 42018.08 | 67.4 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-mean poolingnumber of views=8, training_protocol=Group 42018.08 | 67.3 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-max poolingnumber of views=8, training_protocol=Group 42018.08 | 67.1 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-SMSO poolingnumber of views=8, training_protocol=Group 42018.08 | 66.8 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-AttSets (Ours)number of views=3, training_protocol=Group 42018.08 | 66.8 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-mean poolingnumber of views=5, training_protocol=Group 42018.08 | 66.3 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-sum poolingnumber of views=5, training_protocol=Group 42018.08 | 66 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-BP poolingnumber of views=24, training_protocol=Group 42018.08 | 66 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-AttSets (Ours)number of views=2, training_protocol=Group 42018.08 | 66 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-mean poolingnumber of views=4, training_protocol=Group 42018.08 | 65.9 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-BP poolingnumber of views=20, training_protocol=Group 42018.08 | 65.9 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-sum poolingnumber of views=4, training_protocol=Group 42018.08 | 65.8 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-BP poolingnumber of views=16, training_protocol=Group 42018.08 | 65.6 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-max poolingnumber of views=5, training_protocol=Group 42018.08 | 65.5 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-GRUnumber of views=24, training_protocol=Group 42018.08 | 65.4 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-GRUnumber of views=16, training_protocol=Group 42018.08 | 65.3 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-GRUnumber of views=20, training_protocol=Group 42018.08 | 65.3 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-SMSO poolingnumber of views=5, training_protocol=Group 42018.08 | 65.3 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-GRUnumber of views=12, training_protocol=Group 42018.08 | 65.1 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-sum poolingnumber of views=3, training_protocol=Group 42018.08 | 65 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-BP poolingnumber of views=12, training_protocol=Group 42018.08 | 65 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-mean poolingnumber of views=3, training_protocol=Group 42018.08 | 64.9 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-max poolingnumber of views=4, training_protocol=Group 42018.08 | 64.8 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-GRUnumber of views=8, training_protocol=Group 42018.08 | 64.7 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-SMSO poolingnumber of views=4, training_protocol=Group 42018.08 | 64.7 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-BP poolingnumber of views=8, training_protocol=Group 42018.08 | 64.4 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-AttSets (Ours)number of views=1, training_protocol=Group 42018.08 | 64.2 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-GRUnumber of views=5, training_protocol=Group 42018.08 | 63.9 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-GRUnumber of views=4, training_protocol=Group 42018.08 | 63.5 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-SMSO poolingnumber of views=3, training_protocol=Group 42018.08 | 63.5 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-mean poolingnumber of views=2, training_protocol=Group 42018.08 | 63.4 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-sum poolingnumber of views=2, training_protocol=Group 42018.08 | 63.4 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-MHBN poolingnumber of views=20, training_protocol=Group 42018.08 | 63.2 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-MHBN poolingnumber of views=24, training_protocol=Group 42018.08 | 63.2 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-max poolingnumber of views=3, training_protocol=Group 42018.08 | 63.1 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-MHBN poolingnumber of views=16, training_protocol=Group 42018.08 | 63.1 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-BP poolingnumber of views=5, training_protocol=Group 42018.08 | 63 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-GRUnumber of views=3, training_protocol=Group 42018.08 | 62.7 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-MHBN poolingnumber of views=12, training_protocol=Group 42018.08 | 62.7 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-MHBN poolingnumber of views=8, training_protocol=Group 42018.08 | 62.4 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-BP poolingnumber of views=4, training_protocol=Group 42018.08 | 62.3 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-MHBN poolingnumber of views=5, training_protocol=Group 42018.08 | 61.6 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-GRUnumber of views=2, training_protocol=Group 42018.08 | 61.3 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-MHBN poolingnumber of views=4, training_protocol=Group 42018.08 | 61.3 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-SMSO poolingnumber of views=2, training_protocol=Group 42018.08 | 61.3 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-BP poolingnumber of views=3, training_protocol=Group 42018.08 | 60.9 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-MHBN poolingnumber of views=3, training_protocol=Group 42018.08 | 60.6 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-max poolingnumber of views=2, training_protocol=Group 42018.08 | 60 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-MHBN poolingnumber of views=2, training_protocol=Group 42018.08 | 59.5 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-mean poolingnumber of views=1, training_protocol=Group 42018.08 | 59.3 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-BP poolingnumber of views=2, training_protocol=Group 42018.08 | 58.5 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-sum poolingnumber of views=1, training_protocol=Group 42018.08 | 58 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-GRUnumber of views=1, training_protocol=Group 42018.08 | 57.8 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-MHBN poolingnumber of views=1, training_protocol=Group 42018.08 | 56.6 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-SMSO poolingnumber of views=1, training_protocol=Group 42018.08 | 55.6 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-BP poolingnumber of views=1, training_protocol=Group 42018.08 | 52.4 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-max poolingnumber of views=1, training_protocol=Group 42018.08 | 50.4 | — | — | — | — | — | — | — | — | — | — | |
| Baser2n2-AttSetsStage 2 Training Images=162018.08 | — | 64.2 | 66 | 66.8 | 67.3 | 67.6 | 68.3 | 68.7 | 69.1 | 69.2 | 69.3 | |
| Baser2n2-BP poolingStage 2 Training Images=162018.08 | — | 54.5 | 59.3 | 61.1 | 62.1 | 62.7 | 63.7 | 64.2 | 64.7 | 64.8 | 64.9 | |
| Baser2n2-GRUStage 2 Training Images=162018.08 | — | 57.9 | 61.4 | 62.8 | 63.6 | 64 | 64.7 | 65.1 | 65.2 | 65.3 | 65.3 | |
| Baser2n2-max poolingStage 2 Training Images=162018.08 | — | 51.1 | 60.4 | 63.3 | 64.9 | 65.6 | 67.1 | 67.8 | 68.4 | 68.6 | 68.6 | |
| Baser2n2-mean poolingStage 2 Training Images=162018.08 | — | 59.4 | 63.7 | 65.2 | 66.2 | 66.7 | 67.7 | 68.2 | 68.7 | 68.8 | 68.9 | |
| Baser2n2-MHBN poolingStage 2 Training Images=162018.08 | — | 57 | 59.6 | 60.6 | 61.2 | 61.4 | 62.1 | 62.4 | 62.7 | 62.8 | 62.9 | |
| Baser2n2-SMSO poolingStage 2 Training Images=162018.08 | — | 58 | 62.7 | 64.3 | 65.2 | 65.6 | 66.8 | 67.3 | 67.9 | 68 | 68.1 | |
| Baser2n2-sum poolingStage 2 Training Images=162018.08 | — | 57 | 62.9 | 64.7 | 65.7 | 66.4 | 67.8 | 68.4 | 69 | 69.2 | 69.2 |