Few-Shot Class-Incremental Learning on MiniImageNet incremental static (Session Metrics)
61.31Accuracy (Session 0)SAFA-SNN
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SAFA-SNNBackbone=Spiking VGG-5, Setting=5way-5shot2025.10 | 61.31 | 53.06 | 49.92 | 48.12 | 46.19 | 43.88 | 41.4 | 39.86 | 38.63 | 46.93 | — | |
| CECBackbone=Spiking VGG-5, Setting=5way-5shot2025.10 | 57.28 | 52.93 | 49.98 | 47.12 | 44.9 | 42.76 | 40.29 | 38.77 | 37.57 | 45.73 | 1.06 | |
| TEENBackbone=Spiking VGG-5, Setting=5way-5shot2025.10 | 55.32 | 44.89 | 42.23 | 41.12 | 39.19 | 37.49 | 35.59 | 34.34 | 33.34 | 40.72 | 5.29 | |
| FACTBackbone=Spiking VGG-5, Setting=5way-5shot2025.10 | 54.51 | 43.91 | 41.16 | 39.27 | 37.68 | 35.8 | 33.95 | 32.64 | 31.82 | 38.97 | 6.81 | |
| WARPBackbone=Spiking VGG-5, Setting=5way-5shot2025.10 | 50.24 | 25.84 | 24.13 | 22.34 | 21 | 19.97 | 18.75 | 18.38 | 17.66 | 24.7 | 20.97 | |
| CLOSERBackbone=Spiking VGG-5, Setting=5way-5shot2025.10 | 48.07 | 44.54 | 41.89 | 40.16 | 38.28 | 36.41 | 34.54 | 33.39 | 32.67 | 38.66 | 5.96 | |
| S3CBackbone=Spiking VGG-5, Setting=5way-5shot2025.10 | 41.01 | 12.56 | 17.43 | 29.85 | 24.01 | 25.87 | 21.32 | 30.95 | 28.5 | 25.28 | 10.13 |