Recognition on ModelNet40-LS (test)
0.7559AccuracyExplicit Shape Bias - SimpleShot
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Explicit Shape Bias - SimpleShotShot=5, Way=5, Point Cloud Usage=w/o pc2021.01 | 0.7559 | 0.24 | |
| Explicit Shape Bias - SimpleShotShot=5, Way=5, Point Cloud Usage=w/ pc2021.01 | 0.7539 | 0.24 | |
| Explicit Shape Bias - FEATShot=5, Way=5, Point Cloud Usage=w/ pc2021.01 | 0.7484 | 0.24 | |
| Explicit Shape Bias - FEATShot=5, Way=5, Point Cloud Usage=w/o pc2021.01 | 0.7466 | 0.25 | |
| SimpleShotShot=5, Way=52021.01 | 0.7429 | 0.24 | |
| RFSShot=5, Way=52021.01 | 0.7264 | 0.26 | |
| Explicit Shape Bias - SimpleShotShot=5, Way=5, Point Cloud Usage=w/ pc, Loss Function=L1 only2021.01 | 0.7161 | 0.26 | |
| FEATShot=5, Way=52021.01 | 0.7154 | 0.23 | |
| Explicit Shape Bias - SimpleShotShot=5, Way=10, Point Cloud Usage=w/o pc2021.01 | 0.6488 | 0.11 | |
| ProtoNetShot=5, Way=52021.01 | 0.6444 | 0.24 | |
| Explicit Shape Bias - SimpleShotShot=5, Way=10, Point Cloud Usage=w/ pc2021.01 | 0.6421 | 0.11 | |
| Explicit Shape Bias - FEATShot=5, Way=10, Point Cloud Usage=w/o pc2021.01 | 0.6408 | 0.11 | |
| Explicit Shape Bias - FEATShot=5, Way=10, Point Cloud Usage=w/ pc2021.01 | 0.638 | 0.11 | |
| TripletShot=5, Way=52021.01 | 0.6307 | 0.59 | |
| Explicit Shape Bias - FEATShot=1, Way=5, Point Cloud Usage=w/ pc2021.01 | 0.6284 | 0.3 | |
| SimpleShotShot=5, Way=102021.01 | 0.6273 | 0.11 | |
| Explicit Shape Bias - SimpleShotShot=1, Way=5, Point Cloud Usage=w/ pc2021.01 | 0.6191 | 0.31 | |
| RFSShot=5, Way=102021.01 | 0.6061 | 0.11 | |
| FEATShot=5, Way=102021.01 | 0.6044 | 0.11 | |
| Explicit Shape Bias - SimpleShotShot=1, Way=5, Point Cloud Usage=w/o pc2021.01 | 0.6023 | 0.3 | |
| Explicit Shape Bias - FEATShot=1, Way=5, Point Cloud Usage=w/o pc2021.01 | 0.6019 | 0.31 | |
| Explicit Shape Bias - SimpleShotShot=1, Way=5, Point Cloud Usage=w/ pc, Loss Function=L1 only2021.01 | 0.5981 | 0.31 | |
| Explicit Shape Bias - SimpleShotShot=5, Way=10, Point Cloud Usage=w/ pc, Loss Function=L1 only2021.01 | 0.5948 | 0.11 | |
| SimpleShotShot=1, Way=52021.01 | 0.5899 | 0.29 | |
| FEATShot=1, Way=52021.01 | 0.583 | 0.29 | |
| RFSShot=1, Way=52021.01 | 0.5667 | 0.3 | |
| TripletShot=1, Way=52021.01 | 0.5253 | 0.66 | |
| Explicit Shape Bias - FEATShot=1, Way=10, Point Cloud Usage=w/ pc2021.01 | 0.5149 | 0.15 | |
| ProtoNetShot=1, Way=52021.01 | 0.5011 | 0.31 | |
| Explicit Shape Bias - SimpleShotShot=1, Way=10, Point Cloud Usage=w/ pc2021.01 | 0.4984 | 0.16 | |
| TripletShot=5, Way=102021.01 | 0.4979 | 0.26 | |
| Explicit Shape Bias - FEATShot=1, Way=10, Point Cloud Usage=w/o pc2021.01 | 0.486 | 0.16 | |
| Explicit Shape Bias - SimpleShotShot=1, Way=10, Point Cloud Usage=w/o pc2021.01 | 0.4792 | 0.15 | |
| Explicit Shape Bias - SimpleShotShot=1, Way=10, Point Cloud Usage=w/ pc, Loss Function=L1 only2021.01 | 0.4789 | 0.15 | |
| ProtoNetShot=5, Way=102021.01 | 0.467 | 0.26 | |
| SimpleShotShot=1, Way=102021.01 | 0.4582 | 0.17 | |
| FEATShot=1, Way=102021.01 | 0.4541 | 0.16 | |
| RFSShot=1, Way=102021.01 | 0.4379 | 0.16 | |
| TripletShot=1, Way=102021.01 | 0.3724 | 0.37 | |
| ProtoNetShot=1, Way=102021.01 | 0.3644 | 0.17 |