Class Incremental Learning on CUB
90.6Avg AccuracyRanPAC
Evaluation Results
| Method | Links | |
|---|---|---|
| RanPACNumber of tasks (T)=52023.07 | 90.6 | |
| RanPACNumber of tasks (T)=102023.07 | 90.3 | |
| RanPACPhase Configuration=No Phase 12023.07 | 89.9 | |
| RanPACNumber of tasks (T)=202023.07 | 89.7 | |
| RanPAC-impBackbone=ViT-B/16, Pre-training=ImageNet-1K, Task Setting=2 init classes, 1 class per task2024.02 | 89.6 | |
| RanPAC-impBackbone=ViT-B/16, Pre-training=ImageNet-21K, Task Setting=2 init classes, 1 class per task2024.02 | 89.6 | |
| RanDumbBackbone=ViT-B/16, Pre-training=ImageNet-21K, Task Setting=2 init classes, 1 class per task2024.02 | 88.5 | |
| RanDumbBackbone=ViT-B/16, Pre-training=ImageNet-1K, Task Setting=2 init classes, 1 class per task2024.02 | 88 | |
| AdaMNumber of tasks (T)=52023.07 | 87.3 | |
| RanPACBackbone=ViT-B/16, Pre-training=ImageNet-21K, Task Setting=2 init classes, 1 class per task2024.02 | 87.2 | |
| AdaMNumber of tasks (T)=102023.07 | 87.1 | |
| NCMNumber of tasks (T)=52023.07 | 87 | |
| NCMNumber of tasks (T)=102023.07 | 87 | |
| NCMNumber of tasks (T)=202023.07 | 86.9 | |
| FosterBackbone=ViT-B/16, Pre-training=ImageNet-21K, Task Setting=2 init classes, 1 class per task2024.02 | 86.9 | |
| AdaMNumber of tasks (T)=202023.07 | 86.7 | |
| NCMPhase Configuration=No Phase 12023.07 | 86.7 | |
| Adam-AdaptBackbone=ViT-B/16, Pre-training=ImageNet-21K, Task Setting=2 init classes, 1 class per task2024.02 | 86.7 | |
| FosterBackbone=ViT-B/16, Pre-training=ImageNet-1K, Task Setting=2 init classes, 1 class per task2024.02 | 86.6 | |
| Adam-FTBackbone=ViT-B/16, Pre-training=ImageNet-21K, Task Setting=2 init classes, 1 class per task2024.02 | 86.5 | |
| NCMBackbone=ViT-B/16, Pre-training=ImageNet-21K, Task Setting=2 init classes, 1 class per task2024.02 | 86.5 | |
| Adam-SSFBackbone=ViT-B/16, Pre-training=ImageNet-21K, Task Setting=2 init classes, 1 class per task2024.02 | 86.2 | |
| Adam-SSFBackbone=ViT-B/16, Pre-training=ImageNet-1K, Task Setting=2 init classes, 1 class per task2024.02 | 85.6 | |
| Adam-AdaptBackbone=ViT-B/16, Pre-training=ImageNet-1K, Task Setting=2 init classes, 1 class per task2024.02 | 85.2 | |
| Adam-FTBackbone=ViT-B/16, Pre-training=ImageNet-1K, Task Setting=2 init classes, 1 class per task2024.02 | 85.2 | |
| NCMBackbone=ViT-B/16, Pre-training=ImageNet-1K, Task Setting=2 init classes, 1 class per task2024.02 | 84.8 | |
| SLCABackbone=ViT-B/16, Pre-training=ImageNet-1K, Task Setting=2 init classes, 1 class per task2024.02 | 84.7 | |
| Adam-VPTBackbone=ViT-B/16, Pre-training=ImageNet-21K, Task Setting=2 init classes, 1 class per task2024.02 | 84 | |
| Adam-VPTBackbone=ViT-B/16, Pre-training=ImageNet-1K, Task Setting=2 init classes, 1 class per task2024.02 | 83.8 | |
| SLCABackbone=ViT-B/16, Pre-training=ImageNet-21K, Task Setting=2 init classes, 1 class per task2024.02 | 82.1 | |
| MemoBackbone=ViT-B/16, Pre-training=ImageNet-1K, Task Setting=2 init classes, 1 class per task2024.02 | 81.4 | |
| RanPACBackbone=ViT-B/16, Pre-training=ImageNet-1K, Task Setting=2 init classes, 1 class per task2024.02 | 77.7 | |
| DualPromptNumber of tasks (T)=52023.07 | 73.7 | |
| iCARLBackbone=ViT-B/16, Pre-training=ImageNet-1K, Task Setting=2 init classes, 1 class per task2024.02 | 72.4 | |
| iCARLBackbone=ViT-B/16, Pre-training=ImageNet-21K, Task Setting=2 init classes, 1 class per task2024.02 | 71.6 | |
| L2PNumber of tasks (T)=52023.07 | 69.7 | |
| DualPromptNumber of tasks (T)=102023.07 | 68.5 | |
| DualPromptNumber of tasks (T)=202023.07 | 66.5 | |
| L2PNumber of tasks (T)=102023.07 | 65.2 | |
| L2PNumber of tasks (T)=202023.07 | 56.3 | |
| CODA-PromptBackbone=ViT-B/16, Pre-training=ImageNet-1K, Task Setting=2 init classes, 1 class per task2024.02 | 1.9 | |
| L2PBackbone=ViT-B/16, Pre-training=ImageNet-1K, Task Setting=2 init classes, 1 class per task2024.02 | 1.4 | |
| FinetuneBackbone=ViT-B/16, Pre-training=ImageNet-21K, Task Setting=2 init classes, 1 class per task2024.02 | 1.2 | |
| FinetuneBackbone=ViT-B/16, Pre-training=ImageNet-1K, Task Setting=2 init classes, 1 class per task2024.02 | 1 | |
| DualPromptBackbone=ViT-B/16, Pre-training=ImageNet-1K, Task Setting=2 init classes, 1 class per task2024.02 | 0.9 |