Class-Incremental Learning on Stanford Cars (test)
54.86Accuracy (Last)ADC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ADCT=72024.05 | 54.86 | 67.07 | |
| AdaGaussT (Number of tasks)=5, Backbone=Pre-trained ImageNet2024.09 | 53.3 | 64 | |
| EFCT (Number of tasks)=5, Backbone=Pre-trained ImageNet2024.09 | 50.1 | 63.2 | |
| AdaGaussT (Number of tasks)=10, Backbone=Pre-trained ImageNet2024.09 | 47.5 | 58.5 | |
| FeTrILT (Number of tasks)=5, Backbone=Pre-trained ImageNet2024.09 | 46 | 58.5 | |
| FeCAMT (Number of tasks)=5, Backbone=Pre-trained ImageNet2024.09 | 45.3 | 58 | |
| LwFT=72024.05 | 45.18 | 61.14 | |
| ADCT=142024.05 | 45.07 | 61.39 | |
| SDCT=72024.05 | 45.03 | 61.75 | |
| EFCT (Number of tasks)=10, Backbone=Pre-trained ImageNet2024.09 | 43.1 | 57.6 | |
| NCMT=72024.05 | 42.22 | 59.06 | |
| FeCAMT (Number of tasks)=10, Backbone=Pre-trained ImageNet2024.09 | 41.4 | 55.2 | |
| FeCAMT=72024.05 | 40.64 | 56.24 | |
| FeTrILT (Number of tasks)=10, Backbone=Pre-trained ImageNet2024.09 | 40.5 | 53.4 | |
| IL2AT (Number of tasks)=5, Backbone=Pre-trained ImageNet2024.09 | 39.4 | 49.1 | |
| LwFT (Number of tasks)=5, Backbone=Pre-trained ImageNet2024.09 | 39 | 55.2 | |
| FeCAMT=142024.05 | 37.5 | 52.78 | |
| FeTrILT=72024.05 | 36.92 | 54.09 | |
| AdaGaussT (Number of tasks)=20, Backbone=Pre-trained ImageNet2024.09 | 34.8 | 48.6 | |
| FeTrILT=142024.05 | 34.29 | 50.41 | |
| FeCAMT (Number of tasks)=20, Backbone=Pre-trained ImageNet2024.09 | 34 | 46 | |
| PASST (Number of tasks)=5, Backbone=Pre-trained ImageNet2024.09 | 33.3 | 48.9 | |
| FeTrILT (Number of tasks)=20, Backbone=Pre-trained ImageNet2024.09 | 32.5 | 43.3 | |
| SDCT=142024.05 | 32.15 | 53.18 | |
| NCMT=142024.05 | 31.6 | 51.34 | |
| LwFT=142024.05 | 30.33 | 49.93 | |
| EFCT (Number of tasks)=20, Backbone=Pre-trained ImageNet2024.09 | 28.1 | 48.2 | |
| LwFT (Number of tasks)=10, Backbone=Pre-trained ImageNet2024.09 | 28 | 46.5 | |
| IL2AT (Number of tasks)=10, Backbone=Pre-trained ImageNet2024.09 | 27.3 | 45.1 | |
| PASST (Number of tasks)=10, Backbone=Pre-trained ImageNet2024.09 | 26.4 | 41 | |
| EWCT (Number of tasks)=5, Backbone=Pre-trained ImageNet2024.09 | 24.3 | 44 | |
| PASST=72024.05 | 20.71 | 37.13 | |
| LwFT (Number of tasks)=20, Backbone=Pre-trained ImageNet2024.09 | 14.7 | 30.5 | |
| EWCT (Number of tasks)=10, Backbone=Pre-trained ImageNet2024.09 | 14.3 | 34.5 | |
| IL2AT (Number of tasks)=20, Backbone=Pre-trained ImageNet2024.09 | 14.2 | 28.7 | |
| PASST (Number of tasks)=20, Backbone=Pre-trained ImageNet2024.09 | 13.9 | 28.1 | |
| PASST=142024.05 | 12.3 | 25.46 | |
| EWCT (Number of tasks)=20, Backbone=Pre-trained ImageNet2024.09 | 10.9 | 27.9 |