Continual Learning on S-Tiny-ImageNet (last)
82.04TIL Last Top-1 AccJoint
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| JointBackbone=ResNet-18, Buffer size=All training samples2025.03 | 82.04 | 59.99 | 71.02 | |
| VBM-ERBackbone=ResNet-18, Buffer size=51202025.03 | 68.91 | 33.07 | 50.99 | |
| VBM-iCaRLBackbone=ResNet-18, Buffer size=51202025.03 | 68.86 | 34.4 | 51.63 | |
| ERBackbone=ResNet-18, Buffer size=51202025.03 | 67.58 | 28.07 | 47.83 | |
| VBM-DER++Backbone=ResNet-18, Buffer size=51202025.03 | 67.52 | 35.14 | 51.33 | |
| iCaRLBackbone=ResNet-18, Buffer size=51202025.03 | 66.75 | 32.16 | 49.46 | |
| DER++Backbone=ResNet-18, Buffer size=51202025.03 | 65.28 | 34.06 | 49.67 | |
| DERBackbone=ResNet-18, Buffer size=51202025.03 | 64.77 | 32.92 | 48.85 | |
| VBM-iCaRLBackbone=ResNet-18, Buffer size=5002025.03 | 62.61 | 26.89 | 44.75 | |
| iCaRLBackbone=ResNet-18, Buffer size=5002025.03 | 58.89 | 23.93 | 41.41 | |
| VBM-iCaRLBackbone=ResNet-18, Buffer size=2002025.03 | 56.31 | 21.39 | 38.85 | |
| iCaRLBackbone=ResNet-18, Buffer size=2002025.03 | 53.07 | 19.09 | 36.08 | |
| DERBackbone=ResNet-18, Buffer size=5002025.03 | 52.9 | 18.04 | 35.47 | |
| VBM-ERBackbone=ResNet-18, Buffer size=5002025.03 | 52.01 | 11.21 | 31.61 | |
| DER++Backbone=ResNet-18, Buffer size=5002025.03 | 51.71 | 19.39 | 35.55 | |
| VBM-LwFBackbone=ResNet-18, Buffer size=02025.03 | 51.21 | — | 51.21 | |
| VBM-DER++Backbone=ResNet-18, Buffer size=5002025.03 | 49.8 | 19.46 | 34.63 | |
| ERBackbone=ResNet-18, Buffer size=5002025.03 | 49.13 | 10.2 | 29.67 | |
| VBM-DER++Backbone=ResNet-18, Buffer size=2002025.03 | 44.36 | 13.67 | 29.02 | |
| VBM-ERBackbone=ResNet-18, Buffer size=2002025.03 | 44.03 | 8.83 | 26.43 | |
| DERBackbone=ResNet-18, Buffer size=2002025.03 | 41.67 | 11.56 | 26.62 | |
| DER++Backbone=ResNet-18, Buffer size=2002025.03 | 41.19 | 12.48 | 26.84 | |
| ERBackbone=ResNet-18, Buffer size=2002025.03 | 38.03 | 8.67 | 23.35 | |
| LwFBackbone=ResNet-18, Buffer size=02025.03 | 15.26 | — | 15.26 |