Point Cloud Classification on ModelNet40 raw (test)
88.83AccuracyDeepSets
Evaluation results
| Method | Links | |
|---|---|---|
| DeepSetsSet Size=50002021.03 | 88.83 | |
| Slot Set Encoder (Random)Set Size=5000, Slot Initialization=Random (R)2021.03 | 88.53 | |
| Slot Set Encoder (Deterministic)Set Size=5000, Slot Initialization=Deterministic (D)2021.03 | 87.84 | |
| Slot Set Encoder (Random)Set Size=1000, Slot Initialization=Random (R)2021.03 | 87.43 | |
| Slot Set Encoder (Deterministic)Set Size=1000, Slot Initialization=Deterministic (D)2021.03 | 87.2 | |
| Slot Set Encoder (Deterministic)Set Size=500, Slot Initialization=Deterministic (D)2021.03 | 87.1 | |
| Slot Set Encoder (Random)Set Size=500, Slot Initialization=Random (R)2021.03 | 86.99 | |
| Slot Set Encoder (Random)Set Size=200, Slot Initialization=Random (R)2021.03 | 86.67 | |
| Slot Set Encoder (Deterministic)Set Size=200, Slot Initialization=Deterministic (D)2021.03 | 86.33 | |
| Set TransformerSet Size=50002021.03 | 86.04 | |
| DeepSetsSet Size=5002021.03 | 85.74 | |
| Slot Set Encoder (Deterministic)Set Size=100, Slot Initialization=Deterministic (D)2021.03 | 85.56 | |
| Set TransformerSet Size=5002021.03 | 85.45 | |
| Slot Set Encoder (Random)Set Size=100, Slot Initialization=Random (R)2021.03 | 85.32 | |
| DeepSetsSet Size=10002021.03 | 85.28 | |
| DeepSetsSet Size=2002021.03 | 85.18 | |
| Set TransformerSet Size=10002021.03 | 85.11 | |
| Set TransformerSet Size=2002021.03 | 84.43 | |
| DeepSetsSet Size=1002021.03 | 84.28 | |
| Set TransformerSet Size=1002021.03 | 82.58 |