Low-shot recognition on Toys4K (test)
84.13AccuracyFEAT
Evaluation results
| Method | Links | |
|---|---|---|
| FEATshot=5, way=52021.01 | 84.13 | |
| SimpleShotshot=5, way=52021.01 | 83.69 | |
| Shape Bias (w/o pc) - SimpleShotshot=5, way=52021.01 | 82.57 | |
| Shape Bias (w/o pc) - FEATshot=5, way=52021.01 | 82.56 | |
| RFSshot=5, way=52021.01 | 81.76 | |
| Shape Bias (w/ pc) - FEATshot=5, way=52021.01 | 81.45 | |
| Shape Bias (w/ pc) - SimpleShotshot=5, way=52021.01 | 81.33 | |
| ProtoNetshot=5, way=52021.01 | 79.69 | |
| FEATshot=5, way=102021.01 | 74.29 | |
| Tripletshot=5, way=52021.01 | 73.95 | |
| SimpleShotshot=5, way=102021.01 | 73.58 | |
| Shape Bias (w/o pc) - FEATshot=5, way=102021.01 | 72.95 | |
| Shape Bias (w/o pc) - SimpleShotshot=5, way=102021.01 | 72.8 | |
| Shape Bias (w/ pc) - FEATshot=1, way=52021.01 | 71.58 | |
| RFSshot=5, way=102021.01 | 71.3 | |
| Shape Bias (w/ pc) - FEATshot=5, way=102021.01 | 71 | |
| Shape Bias (w/ pc) - SimpleShotshot=1, way=52021.01 | 70.96 | |
| Shape Bias (w/ pc) - SimpleShotshot=5, way=102021.01 | 70.81 | |
| FEATshot=1, way=52021.01 | 70.66 | |
| Shape Bias (w/o pc) - FEATshot=1, way=52021.01 | 69.21 | |
| SimpleShotshot=1, way=52021.01 | 68.87 | |
| Shape Bias (w/o pc) - SimpleShotshot=1, way=52021.01 | 68.74 | |
| ProtoNetshot=5, way=102021.01 | 68.03 | |
| RFSshot=1, way=52021.01 | 67.1 | |
| Tripletshot=1, way=52021.01 | 63.87 | |
| FEATshot=5, way=202021.01 | 63.65 | |
| SimpleShotshot=5, way=202021.01 | 62.64 | |
| Shape Bias (w/o pc) - FEATshot=5, way=202021.01 | 62.58 | |
| ProtoNetshot=1, way=52021.01 | 62.48 | |
| Shape Bias (w/o pc) - SimpleShotshot=5, way=202021.01 | 62.41 | |
| Tripletshot=5, way=102021.01 | 60.44 | |
| Shape Bias (w/ pc) - SimpleShotshot=5, way=202021.01 | 60.3 | |
| Shape Bias (w/ pc) - FEATshot=5, way=202021.01 | 59.98 | |
| RFSshot=5, way=202021.01 | 59.53 | |
| Shape Bias (w/ pc) - FEATshot=1, way=102021.01 | 59.09 | |
| Shape Bias (w/ pc) - SimpleShotshot=1, way=102021.01 | 58.47 | |
| FEATshot=5, way=302021.01 | 57.42 | |
| FEATshot=1, way=102021.01 | 57.15 | |
| Shape Bias (w/o pc) - FEATshot=1, way=102021.01 | 56.76 | |
| Shape Bias (w/o pc) - FEATshot=5, way=302021.01 | 56.6 | |
| Shape Bias (w/o pc) - SimpleShotshot=5, way=302021.01 | 56.38 | |
| ProtoNetshot=5, way=202021.01 | 56.25 | |
| SimpleShotshot=5, way=302021.01 | 56.22 | |
| Shape Bias (w/o pc) - SimpleShotshot=1, way=102021.01 | 56.12 | |
| SimpleShotshot=1, way=102021.01 | 55.22 | |
| Shape Bias (w/ pc) - SimpleShotshot=5, way=302021.01 | 54 | |
| Shape Bias (w/ pc) - FEATshot=5, way=302021.01 | 53.64 | |
| RFSshot=5, way=302021.01 | 53.46 | |
| RFSshot=1, way=102021.01 | 52.94 | |
| ProtoNetshot=5, way=302021.01 | 49.58 | |
| Tripletshot=1, way=102021.01 | 48.78 | |
| ProtoNetshot=1, way=102021.01 | 48.27 | |
| Shape Bias (w/ pc) - FEATshot=1, way=202021.01 | 47.45 | |
| Tripletshot=5, way=202021.01 | 47.28 | |
| Shape Bias (w/ pc) - SimpleShotshot=1, way=202021.01 | 46.96 | |
| Shape Bias (w/o pc) - FEATshot=1, way=202021.01 | 45.15 | |
| FEATshot=1, way=202021.01 | 44.84 | |
| Shape Bias (w/o pc) - SimpleShotshot=1, way=202021.01 | 44.83 | |
| SimpleShotshot=1, way=202021.01 | 43.05 | |
| Shape Bias (w/ pc) - FEATshot=1, way=302021.01 | 41.38 | |
| RFSshot=1, way=202021.01 | 40.97 | |
| Shape Bias (w/ pc) - SimpleShotshot=1, way=302021.01 | 40.59 | |
| Tripletshot=5, way=302021.01 | 40.08 | |
| Shape Bias (w/o pc) - FEATshot=1, way=302021.01 | 39.24 | |
| Shape Bias (w/o pc) - SimpleShotshot=1, way=302021.01 | 38.94 | |
| FEATshot=1, way=302021.01 | 38.43 | |
| SimpleShotshot=1, way=302021.01 | 36.78 | |
| ProtoNetshot=1, way=202021.01 | 36.38 | |
| Tripletshot=1, way=202021.01 | 36.34 | |
| RFSshot=1, way=302021.01 | 34.34 | |
| ProtoNetshot=1, way=302021.01 | 30.62 | |
| Tripletshot=1, way=302021.01 | 30.09 |