Few-Shot Class Incremental Learning on CovType
9.39PDCNN ProtoNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CNN ProtoNetshot=10-shot2026.03 | 9.39 | 49.21 | |
| CNN PROTONETshots=5-shot2026.03 | 9.72 | 45.87 | |
| SPRINTshot=10-shot2026.03 | 10.26 | 61.37 | |
| SEMI-SUPER-PROTONETshots=5-shot2026.03 | 10.47 | 55.63 | |
| Semi-Super-ProtoNetshot=10-shot2026.03 | 10.53 | 57.79 | |
| SPRINTshots=5-shot2026.03 | 10.62 | 58.36 | |
| ProtoNetshot=10-shot2026.03 | 10.94 | 57.24 | |
| PROTONETshots=5-shot2026.03 | 11.44 | 54.91 | |
| FACTshot=10-shot2026.03 | 12.7 | 16.4 | |
| FACTshots=5-shot2026.03 | 13.47 | 16.84 | |
| Neuron Expansionshot=10-shot2026.03 | 28.6 | 51.94 | |
| iCaLRshot=10-shot2026.03 | 29.48 | 57.68 | |
| NEURON EXPANSIONshots=5-shot2026.03 | 30.33 | 50.08 | |
| MAMLshots=5-shot2026.03 | 32.62 | 38.28 | |
| MAMLshot=10-shot2026.03 | 32.86 | 39.19 | |
| ICARLshots=5-shot2026.03 | 33.43 | 53.47 |