Few-Shot Class-Incremental Learning on CIFAR-100 incremental sessions 0-8 static
76.95Accuracy Session 0SAFA-SNN
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SAFA-SNNBackbone=Spiking ResNet-20, Incremental Setting=5-way 5-shot, Learning Paradigm=Spiking2025.10 | 76.95 | 71.2 | 66 | 61.81 | 58.14 | 54.74 | 51.94 | 49.16 | 46.9 | 58.12 | — | |
| TEENBackbone=Spiking ResNet-20, Incremental Setting=5-way 5-shot, Learning Paradigm=Spiking2025.10 | 65.68 | 57.79 | 54.64 | 51.07 | 48.3 | 45.53 | 43.69 | 42 | 40.25 | 49.21 | 6.65 | |
| FACTBackbone=Spiking ResNet-20, Incremental Setting=5-way 5-shot, Learning Paradigm=Spiking2025.10 | 64.03 | 56.51 | 53.11 | 49.77 | 47.31 | 44.51 | 42.53 | 40.86 | 39.09 | 47.13 | 7.81 | |
| CLOSERBackbone=Spiking ResNet-20, Incremental Setting=5-way 5-shot, Learning Paradigm=Spiking2025.10 | 56.02 | 53.43 | 50.33 | 47.21 | 44.65 | 42.48 | 40.44 | 38.86 | 37.1 | 45.61 | 9.8 | |
| S3CBackbone=Spiking ResNet-20, Incremental Setting=5-way 5-shot, Learning Paradigm=Spiking2025.10 | 49.15 | 26.4 | 22.8 | 22.2 | 22.8 | 22 | 25.2 | 33.4 | 30.4 | 27.38 | 16.5 | |
| WARPBackbone=Spiking ResNet-20, Incremental Setting=5-way 5-shot, Learning Paradigm=Spiking2025.10 | 46.85 | 36.85 | 34.39 | 31.56 | 29.64 | 27.88 | 26.4 | 25.25 | 23.93 | 31.64 | 22.97 | |
| CECBackbone=Spiking ResNet-20, Incremental Setting=5-way 5-shot, Learning Paradigm=Spiking2025.10 | 12.95 | 12.22 | 11.27 | 10.55 | 10.04 | 9.48 | 8.93 | 8.53 | 8.15 | 10.43 | 38.75 |