Multi-label Few-Shot Learning on FewAsp multi 1.0 (test)
0.9389AUCProto-AWATT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Proto-AWATTN-way=5-way, K-shot=10-shot2021.05 | 0.9389 | 77.19 | |
| Proto-HATTN-way=5-way, K-shot=10-shot2021.05 | 0.9303 | 73.91 | |
| Proto-HATTN-way=10-way, K-shot=10-shot2021.05 | 0.9238 | 60.21 | |
| Proto-AWATTN-way=10-way, K-shot=10-shot2021.05 | 0.9234 | 66.76 | |
| IMPN-way=5-way, K-shot=10-shot2021.05 | 0.9229 | 73.51 | |
| Prototypical NetworkN-way=5-way, K-shot=10-shot2021.05 | 0.916 | 72.32 | |
| Proto-AWATTN-way=5-way, K-shot=5-shot2021.05 | 0.9145 | 71.72 | |
| Matching NetworkN-way=5-way, K-shot=10-shot2021.05 | 0.9138 | 69.02 | |
| IMPN-way=10-way, K-shot=10-shot2021.05 | 0.911 | 59.86 | |
| Proto-HATTN-way=5-way, K-shot=5-shot2021.05 | 0.911 | 69.15 | |
| Prototypical NetworkN-way=10-way, K-shot=10-shot2021.05 | 0.9068 | 58.92 | |
| Graph NetworkN-way=5-way, K-shot=10-shot2021.05 | 0.9045 | 64.63 | |
| Proto-HATTN-way=10-way, K-shot=5-shot2021.05 | 0.9044 | 55.34 | |
| IMPN-way=5-way, K-shot=5-shot2021.05 | 0.9012 | 68.86 | |
| Matching NetworkN-way=10-way, K-shot=10-shot2021.05 | 0.8994 | 54.42 | |
| Proto-AWATTN-way=10-way, K-shot=5-shot2021.05 | 0.898 | 58.89 | |
| Prototypical NetworkN-way=5-way, K-shot=5-shot2021.05 | 0.8967 | 67.88 | |
| Matching NetworkN-way=5-way, K-shot=5-shot2021.05 | 0.8954 | 65.7 | |
| IMPN-way=10-way, K-shot=5-shot2021.05 | 0.8871 | 53.96 | |
| Graph NetworkN-way=10-way, K-shot=10-shot2021.05 | 0.8844 | 48.49 | |
| Matching NetworkN-way=10-way, K-shot=5-shot2021.05 | 0.8828 | 50.86 | |
| Prototypical NetworkN-way=10-way, K-shot=5-shot2021.05 | 0.8801 | 52.72 | |
| Graph NetworkN-way=5-way, K-shot=5-shot2021.05 | 0.8797 | 59.25 | |
| Relation NetworkN-way=5-way, K-shot=10-shot2021.05 | 0.8621 | 61.37 | |
| Graph NetworkN-way=10-way, K-shot=5-shot2021.05 | 0.8605 | 45.42 | |
| Relation NetworkN-way=5-way, K-shot=5-shot2021.05 | 0.8491 | 58.38 | |
| Relation NetworkN-way=10-way, K-shot=10-shot2021.05 | 0.8472 | 44.85 | |
| Relation NetworkN-way=10-way, K-shot=5-shot2021.05 | 0.8422 | 43.71 |