5-way 1-shot learning on Open MIC Protocol I
81.4Pairwise Accuracy (p1 to p2)SOSN
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SOSNlabels_used_during_learning=true2020.01 | 81.4 | 65.2 | 75.1 | 60.3 | 62.1 | 77.7 | 61.5 | 82 | 78 | 59 | 80.8 | 62.5 | |
| U-SOSN + ArLlabels_used_during_learning=false, learning_paradigm=Absolute-relative Learning (ArL)2020.01 | 80.2 | 59.7 | 76.1 | 62.8 | 59.6 | 74.4 | 64.2 | 78.4 | 75.2 | 60.1 | 79.2 | 57.3 | |
| U-SOSNlabels_used_during_learning=false2020.01 | 78.6 | 58.8 | 74.3 | 61.1 | 57.9 | 72.4 | 62.3 | 75.6 | 73.7 | 58.5 | 76.5 | 54.6 | |
| Relation Netlabels_used_during_learning=true2020.01 | 71.1 | 53.6 | 63.5 | 47.2 | 50.6 | 68.5 | 48.5 | 49.7 | 68.4 | 45.5 | 70.3 | 50.8 | |
| U-RNlabels_used_during_learning=false2020.01 | 70.3 | 50.3 | 64.1 | 42.9 | 48.2 | 61.1 | 53.2 | 59.1 | 55.7 | 48.5 | 68.3 | 45.2 | |
| U-PNlabels_used_during_learning=false2020.01 | 70.1 | 49.7 | 64.4 | 43.3 | 47.9 | 60.8 | 52.8 | 59.4 | 56.2 | 49.1 | 68.8 | 44.9 | |
| BiGAN(knn)labels_used_during_learning=true2020.01 | 59.9 | 43.2 | 60.3 | 37.1 | 38.6 | 50.2 | 37.6 | 48.2 | 47.5 | 38.1 | 55 | 37.8 | |
| Pixle (Cosine)labels_used_during_learning=true2020.01 | 56.8 | 40.4 | 57.5 | 33.3 | 35.1 | 46.1 | 32.3 | 44.6 | 45.9 | 33.5 | 50.1 | 34.6 |