Few-Shot Incremental Learning on CUB200 (test)
0.7585Accuracy (S0)CEC
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CECBackbone=ResNet-182021.04 | 0.7585 | 0.7194 | 0.685 | 0.635 | 0.6243 | 0.5827 | 0.5773 | 0.5581 | 0.5483 | 0.5352 | 0.5228 | 0.2357 | |
| Decoupled-CosineBackbone=ResNet-18, Implementation=Authors' implementation2021.04 | 0.7552 | 0.7095 | 0.6646 | 0.612 | 0.6086 | 0.5688 | 0.554 | 0.5349 | 0.5194 | 0.5093 | 0.4931 | 0.2621 | |
| Decoupled-DeepEMDBackbone=ResNet-182021.04 | 0.7535 | 0.7069 | 0.6668 | 0.6234 | 0.5976 | 0.5654 | 0.5461 | 0.5252 | 0.5073 | 0.492 | 0.476 | 0.2775 | |
| Ft-CNNBackbone=ResNet-182021.04 | 0.6868 | 0.437 | 0.2505 | 0.1772 | 0.1808 | 0.1695 | 0.151 | 0.106 | 0.0893 | 0.0893 | 0.0847 | 0.6021 | |
| iCaRLBackbone=ResNet-18, Results copied from=TOPIC [39]2021.04 | 0.6868 | 0.5265 | 0.4861 | 0.4416 | 0.3662 | 0.2952 | 0.2783 | 0.2626 | 0.2401 | 0.2389 | 0.2116 | 0.4752 | |
| EEILBackbone=ResNet-18, Results copied from=TOPIC [39]2021.04 | 0.6868 | 0.5363 | 0.4791 | 0.442 | 0.363 | 0.2746 | 0.2593 | 0.247 | 0.2395 | 0.2413 | 0.2211 | 0.4657 | |
| NCMBackbone=ResNet-18, Results copied from=TOPIC [39]2021.04 | 0.6868 | 0.5712 | 0.4421 | 0.2878 | 0.2671 | 0.2566 | 0.2462 | 0.2152 | 0.2012 | 0.2006 | 0.1987 | 0.4881 | |
| TOPICBackbone=ResNet-182021.04 | 0.6868 | 0.6249 | 0.5481 | 0.4999 | 0.4525 | 0.414 | 0.3835 | 0.3536 | 0.3222 | 0.2831 | 0.2628 | 0.424 |