Few-Shot Class Incremental Learning on MNIST
3.91Performance Degradation (PD)SPRINT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SPRINTshot=10-shot2026.03 | 3.91 | 89.32 | |
| SPRINTshots=5-shot2026.03 | 5.18 | 84.85 | |
| CNN ProtoNetshot=10-shot2026.03 | 7.11 | 86.09 | |
| CNN PROTONETshots=5-shot2026.03 | 8.89 | 81.1 | |
| Neuron Expansionshot=10-shot2026.03 | 19.4 | 78.68 | |
| iCaLRshot=10-shot2026.03 | 21.15 | 76.93 | |
| ProtoNetshot=10-shot2026.03 | 22.27 | 73.23 | |
| FACTshot=10-shot2026.03 | 22.63 | 40.59 | |
| Semi-Super-ProtoNetshot=10-shot2026.03 | 22.79 | 72.7 | |
| PROTONETshots=5-shot2026.03 | 23.87 | 70.97 | |
| SEMI-SUPER-PROTONETshots=5-shot2026.03 | 23.87 | 70.94 | |
| FACTshots=5-shot2026.03 | 25 | 40.65 | |
| ICARLshots=5-shot2026.03 | 26.95 | 71 | |
| NEURON EXPANSIONshots=5-shot2026.03 | 27.13 | 70.9 | |
| MAMLshot=10-shot2026.03 | 44.17 | 49.89 | |
| MAMLshots=5-shot2026.03 | 45.59 | 48.42 |