Few-Shot Class Incremental Learning on CIC-IoT 2023
30.71PDNEURON EXPANSION
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NEURON EXPANSIONshots=5-shot2026.03 | 30.71 | 60.39 | |
| Neuron Expansionshot=10-shot2026.03 | 28.77 | 0.6215 | |
| MAMLshot=10-shot2026.03 | 19.44 | 0.3444 | |
| MAMLshots=5-shot2026.03 | 18.22 | 35.39 | |
| ICARLshots=5-shot2026.03 | 6.27 | 68.86 | |
| iCaLRshot=10-shot2026.03 | 5.34 | 0.6951 | |
| ProtoNetshot=10-shot2026.03 | 2.45 | 0.614 | |
| PROTONETshots=5-shot2026.03 | 2.02 | 59.85 | |
| SEMI-SUPER-PROTONETshots=5-shot2026.03 | 1.02 | 60.84 | |
| CNN PROTONETshots=5-shot2026.03 | 0.99 | 53.56 | |
| CNN ProtoNetshot=10-shot2026.03 | 0.68 | 0.5617 | |
| Semi-Super-ProtoNetshot=10-shot2026.03 | 0.35 | 0.6349 | |
| FACTshots=5-shot2026.03 | -2.46 | 53.68 | |
| FACTshot=10-shot2026.03 | -3.04 | 0.5383 | |
| SPRINTshots=5-shot2026.03 | -3.94 | 65.81 | |
| SPRINTshot=10-shot2026.03 | -3.97 | 0.6782 |