Few-Shot Class Incremental Learning on ACI-IoT 2023
98.99Accuracy (Session 0)ICARL
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ICARLFew-shot setting=5-shot2026.03 | 98.99 | 97.06 | 95.49 | 94.68 | 89.18 | 4.45 | — | — | |
| ICARLFew-shot setting=10-shot2026.03 | 98.96 | 97.43 | 96.59 | 96.28 | 92.04 | 3.23 | — | — | |
| NEURON EXPANSIONFew-shot setting=10-shot2026.03 | 98.16 | 92.28 | 90.71 | 91.06 | 89.98 | 5.29 | — | — | |
| NEURON EXPANSIONFew-shot setting=5-shot2026.03 | 98.11 | 88.58 | 88.38 | 88.05 | 85.79 | 7.85 | — | — | |
| SEMI-SUPER-PROTONETFew-shot setting=10-shot2026.03 | 97.24 | 92.72 | 90 | 89.61 | 85.88 | 9.38 | — | — | |
| SPRINTFew-shot setting=10-shot2026.03 | 97.24 | 96.63 | 97.02 | 96.96 | 95.27 | — | — | — | |
| PROTONETFew-shot setting=10-shot2026.03 | 97.23 | 90.86 | 87.57 | 88.08 | 85.25 | 10.02 | — | — | |
| PROTONETFew-shot setting=5-shot2026.03 | 96.19 | 89.15 | 86.33 | 87.06 | 84.16 | 9.47 | — | — | |
| SEMI-SUPER-PROTONETFew-shot setting=5-shot2026.03 | 96.17 | 91.01 | 89.18 | 88.84 | 85.13 | 8.5 | — | — | |
| SPRINTFew-shot setting=5-shot2026.03 | 96.17 | 96.17 | 96.29 | 95.91 | 93.63 | — | — | — | |
| CNN PROTONETFew-shot setting=10-shot2026.03 | 88.25 | 85.33 | 84.49 | 85.14 | 79.91 | 15.35 | — | — | |
| CNN PROTONETFew-shot setting=5-shot2026.03 | 85.7 | 82.47 | 80.96 | 81.94 | 76.22 | 17.42 | — | — | |
| FACTFew-shot setting=10-shot2026.03 | 84.45 | 84.6 | 83.47 | 84.76 | 78.39 | 16.88 | — | — | |
| MAMLFew-shot setting=10-shot2026.03 | 83.43 | 68.98 | 61.29 | 55.5 | 47.93 | 47.34 | — | — | |
| MAMLFew-shot setting=5-shot2026.03 | 81.18 | 66.98 | 60.06 | 54.87 | 47.27 | 46.37 | — | — | |
| FACTFew-shot setting=5-shot2026.03 | 77.99 | 76.23 | 74.73 | 75.85 | 69.93 | 23.71 | — | — | |
| CNN ProtoNetshot=10-shot2026.03 | — | — | — | — | — | — | 8.33 | 79.91 | |
| CNN PROTONETshots=5-shot, session=Last session2026.03 | — | — | — | — | — | — | 9.49 | 76.22 | |
| FACTshot=10-shot2026.03 | — | — | — | — | — | — | 6.06 | 78.39 | |
| FACTshots=5-shot, session=Last session2026.03 | — | — | — | — | — | — | 8.06 | 69.93 | |
| iCaLRshot=10-shot2026.03 | — | — | — | — | — | — | 6.92 | 92.04 | |
| ICARLshots=5-shot, session=Last session2026.03 | — | — | — | — | — | — | 9.81 | 89.18 | |
| MAMLshot=10-shot2026.03 | — | — | — | — | — | — | 35.5 | 47.93 | |
| MAMLshots=5-shot, session=Last session2026.03 | — | — | — | — | — | — | 33.92 | 47.27 | |
| Neuron Expansionshot=10-shot2026.03 | — | — | — | — | — | — | 8.18 | 89.98 | |
| NEURON EXPANSIONshots=5-shot, session=Last session2026.03 | — | — | — | — | — | — | 12.33 | 85.79 | |
| ProtoNetshot=10-shot2026.03 | — | — | — | — | — | — | 11.98 | 85.25 | |
| PROTONETshots=5-shot, session=Last session2026.03 | — | — | — | — | — | — | 12.03 | 84.16 | |
| Semi-Super-ProtoNetshot=10-shot2026.03 | — | — | — | — | — | — | 11.36 | 85.88 | |
| SEMI-SUPER-PROTONETshots=5-shot, session=Last session2026.03 | — | — | — | — | — | — | 11.04 | 85.13 | |
| SPRINTshot=10-shot2026.03 | — | — | — | — | — | — | 1.97 | 95.27 | |
| SPRINTshots=5-shot, session=Last session2026.03 | — | — | — | — | — | — | 2.54 | 93.63 |