Unsupervised Video Class-Incremental Learning on HMDB51 (average of three splits)
38.64Avg AccuracyuVCIL-CLU
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| uVCIL-CLUBackbone=ResNet-342026.01 | 38.64 | -5.71 | 2.87 | |
| iCaRLBackbone=ResNet-342026.01 | 36.8 | -9.95 | 3.6 | |
| uVCIL-CLU-RBFBackbone=ResNet-342026.01 | 36.27 | -4.66 | 2.76 | |
| iCaRL+CLBackbone=ResNet-342026.01 | 32.16 | -11.77 | 4.1 | |
| CLU (All in one)Backbone=ResNet-342026.01 | 29.93 | — | — | |
| CLU-RBF (All in one)Backbone=ResNet-342026.01 | 29.49 | — | — | |
| iCaRL+BiCBackbone=ResNet-342026.01 | 28.23 | -14.09 | 5.16 | |
| EWCBackbone=ResNet-342026.01 | 9.7 | -7.56 | 2.86 | |
| MASBackbone=ResNet-342026.01 | 8.55 | -5.48 | 2.39 |