Unsupervised Video Class-Incremental Learning on UCF101 (average of three splits)
70.33Avg Class AccuracyuVCIL-CLU-RBF
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| uVCIL-CLU-RBFBackbone=ResNet-342026.01 | 70.33 | -9.49 | 0.81 | |
| uVCIL-CLUBackbone=ResNet-342026.01 | 70.27 | -9.23 | 0.79 | |
| iCaRL+CLBackbone=ResNet-342026.01 | 67.9 | -12.73 | 1.26 | |
| iCaRLBackbone=ResNet-342026.01 | 64.3 | -13.42 | 1.23 | |
| iCaRL+BiCBackbone=ResNet-342026.01 | 53.56 | -13.5 | 1.68 | |
| CLU-RBF (All in one)Backbone=ResNet-342026.01 | 51.19 | — | — | |
| CLU (All in one)Backbone=ResNet-342026.01 | 50.79 | — | — | |
| EWCBackbone=ResNet-342026.01 | 8.89 | -6.23 | 1.81 | |
| MASBackbone=ResNet-342026.01 | 5.41 | -3.72 | 1.29 |