Few-Shot Class Incremental Learning on CICIDS 2017
43.96PDMAML
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MAMLshots=5-shot2026.03 | 43.96 | 42.67 | |
| MAMLshot=10-shot2026.03 | 43.53 | 43.31 | |
| SEMI-SUPER-PROTONETshots=5-shot2026.03 | 28.79 | 67.47 | |
| Semi-Super-ProtoNetshot=10-shot2026.03 | 27.15 | 69.59 | |
| PROTONETshots=5-shot2026.03 | 27.05 | 69.21 | |
| ProtoNetshot=10-shot2026.03 | 26.17 | 70.55 | |
| CNN PROTONETshots=5-shot2026.03 | 23.51 | 69.91 | |
| CNN ProtoNetshot=10-shot2026.03 | 21.02 | 73.34 | |
| NEURON EXPANSIONshots=5-shot2026.03 | 20.92 | 74.01 | |
| ICARLshots=5-shot2026.03 | 17.78 | 80.23 | |
| Neuron Expansionshot=10-shot2026.03 | 17.54 | 77.22 | |
| FACTshots=5-shot2026.03 | 15.17 | 18.42 | |
| SPRINTshots=5-shot2026.03 | 13.45 | 82.8 | |
| FACTshot=10-shot2026.03 | 13.29 | 18.71 | |
| iCaLRshot=10-shot2026.03 | 13.15 | 84.91 | |
| SPRINTshot=10-shot2026.03 | 8.77 | 87.96 |