Task Incremental Learning on S-TinyImageNet
82.04AccuracyJOINT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| JOINTBackbone=ResNet-18, Pre-training=None, Batch size=322024.10 | 82.04 | — | |
| CLFD-CLS-ERBackbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=1252024.10 | 49.75 | — | |
| CLS-ERBackbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=1252024.10 | 46.11 | — | |
| CLFD-ER-ACEBackbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=1252024.10 | 44.71 | — | |
| CLFD-ERBackbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=1252024.10 | 42.4 | — | |
| ER-ACEBackbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=1252024.10 | 41.85 | — | |
| CLFD-DER++Backbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=1252024.10 | 40.94 | — | |
| CLS-ERBackbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=502024.10 | 40.76 | — | |
| CLFD-ER-ACEBackbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=502024.10 | 38.05 | — | |
| CLFD-CLS-ERBackbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=502024.10 | 37.8 | — | |
| SIBackbone=ResNet-18, Pre-training=None, Batch size=322024.10 | 36.32 | — | |
| ER-ACEBackbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=502024.10 | 35.93 | — | |
| ERBackbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=1252024.10 | 34.82 | — | |
| CLFD-ERBackbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=502024.10 | 34.67 | — | |
| DER++Backbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=1252024.10 | 32.92 | — | |
| CLFD-DER++Backbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=502024.10 | 31.55 | — | |
| ERBackbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=502024.10 | 26.8 | — | |
| DER++Backbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=502024.10 | 23.53 | — | |
| oEWCBackbone=ResNet-18, Pre-training=None, Batch size=322024.10 | 19.2 | — | |
| SGDBackbone=ResNet-18, Pre-training=None, Batch size=322024.10 | 18.31 | — | |
| LwFBackbone=ResNet-18, Pre-training=None, Batch size=322024.10 | 15.85 | — |