3D Object Classification on ModelNet-C
86.57Accuracy (Add Global)ULIP-2 + RC
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ULIP-2 + RCTrained on=Clean data, Corruption severity=2, Regulation Constraints (RC)=true2024.10 | 86.57 | 86.3 | 84.87 | 67.8 | 84.6 | 81.17 | 46.43 | 76.82 | — | |
| ULIP + RCTrained on=Clean data, Corruption severity=2, Regulation Constraints (RC)=true2024.10 | 83.83 | 83.93 | 81.83 | 67.37 | 79.1 | 76.37 | 41.67 | 73.44 | — | |
| P-CLIP2Trained on=Clean data, Corruption severity=22024.10 | 83.49 | 83.49 | 68.85 | 66.67 | 70.13 | 75.68 | 61.21 | 72.79 | — | |
| ULIPTrained on=Clean data, Corruption severity=22024.10 | 82.5 | 82.27 | 80.77 | 65.43 | 72.27 | 74.67 | 45.6 | 71.93 | — | |
| ULIP-2Trained on=Clean data, Corruption severity=22024.10 | 81.97 | 82.03 | 79.93 | 60.03 | 80.3 | 75.77 | 44.27 | 72.04 | — | |
| P-CLIPTrained on=Clean data, Corruption severity=22024.10 | 80.97 | 80.97 | 64.95 | 68.31 | 65.75 | 72.04 | 52.09 | 69.3 | — | |
| Uni3D + BayesMMPoints per cloud=1024, Corruption severity level=22026.03 | 77.59 | 73.3 | 74.96 | 71.88 | 83.75 | 79.98 | 65.84 | 76.56 | 85.17 | |
| Uni3D + Point-Cache (Hierarchical)Points per cloud=1024, Corruption severity level=22026.03 | 77.51 | 71.15 | 72.16 | 70.75 | 81.77 | 77.31 | 62.52 | 74.63 | 83.87 | |
| Uni3D + Point-Cache (Global)Points per cloud=1024, Corruption severity level=22026.03 | 76.13 | 66.49 | 71.43 | 69.81 | 81.52 | 75.85 | 61.43 | 73.2 | 83.14 | |
| O-Shape + BayesMMPoints per cloud=1024, Corruption severity level=22026.03 | 75.36 | 74.39 | 83.14 | 77.07 | 84.08 | 79.96 | 69.45 | 78.61 | 85.49 | |
| O-Shape + Point-Cache (Hierarchical)Points per cloud=1024, Corruption severity level=22026.03 | 74.84 | 73.7 | 82.21 | 76.26 | 82.66 | 78.12 | 68.35 | 77.52 | 84.04 | |
| O-Shape + Point-Cache (Global)Points per cloud=1024, Corruption severity level=22026.03 | 74.72 | 72.77 | 82.41 | 75.12 | 83.18 | 78.93 | 67.91 | 77.45 | 84.52 | |
| Uni3DPoints per cloud=1024, Corruption severity level=22026.03 | 72.45 | 56.36 | 68.15 | 67.18 | 79.94 | 75.36 | 56.24 | 69.69 | 81.81 | |
| O-ShapePoints per cloud=1024, Corruption severity level=22026.03 | 71.64 | 67.79 | 81.56 | 73.58 | 82.01 | 78.48 | 59.36 | 74.87 | 84.56 | |
| ULIP-2 + BayesMMPoints per cloud=1024, Corruption severity level=22026.03 | 69.04 | 64.38 | 72.57 | 64.18 | 74.55 | 71.64 | 29.01 | 65.21 | 76.3 | |
| ULIP-2 + Point-Cache (Hierarchical)Points per cloud=1024, Corruption severity level=22026.03 | 68.11 | 61.26 | 73.22 | 63.65 | 73.34 | 70.42 | 29.5 | 64.25 | 74.53 | |
| ULIP-2 + Point-Cache (Global)Points per cloud=1024, Corruption severity level=22026.03 | 67.02 | 59.32 | 71.35 | 61.59 | 72.37 | 68.4 | 28.2 | 62.78 | 73.95 | |
| ULIP-2Points per cloud=1024, Corruption severity level=22026.03 | 65.15 | 54.62 | 68.76 | 57.98 | 70.3 | 67.1 | 21.76 | 59.61 | 71.23 | |
| ULIP + BayesMMPoints per cloud=1024, Corruption severity level=22026.03 | 54.82 | 53.93 | 63.09 | 60.13 | 63.82 | 60.49 | 53.04 | 59.42 | 66.04 | |
| ULIP + Point-Cache (Hierarchical)Points per cloud=1024, Corruption severity level=22026.03 | 46.15 | 47.85 | 59.16 | 56 | 61.47 | 55.35 | 49.92 | 55.02 | 64.22 | |
| ULIP + Point-Cache (Global)Points per cloud=1024, Corruption severity level=22026.03 | 45.79 | 47.98 | 56.85 | 53.89 | 60.25 | 54.34 | 48.91 | 53.77 | 62.12 | |
| ULIPPoints per cloud=1024, Corruption severity level=22026.03 | 33.55 | 43.92 | 54.7 | 50.89 | 55.27 | 50.2 | 44.08 | 48.6 | 56.16 |