Class Incremental Learning on CIFAR100 10-Split
98.25Accuracy (ACC)NoRGa* + Soft-TF-L[10,11,12]
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NoRGa* + Soft-TF-L[10,11,12]Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.11 | 98.25 | 0.31 | 13.87 | 80 | |
| NoRGa* + Soft-TF-L[10,11,12] (SOTA)Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.11 | 98.25 | 0.31 | 13,870 | 80 | |
| Joint of NoRGa+Soft-TFBackbone=ViT-B/16, #Tr.Params.=6.93M2024.11 | 98.2 | — | — | — | |
| Joint of DualPrompt+Soft-TFBackbone=ViT-B/16, #Tr.Params.=6.93M2024.11 | 95.9 | — | — | — | |
| NoRGa*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.11 | 94.48 | 1.44 | 12.12 | 76 | |
| NoRGa*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.11 | 94.48 | 1.44 | 12,120 | 76 | |
| HiDe-Prompt*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.11 | 92.61 | 1.5 | 12.12 | 76 | |
| DualPrompt* + Soft-TF-L[10,11,12]Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.11 | 92.35 | 2.98 | 13.87 | 80 | |
| DualPrompt* + Soft-TF-L[10,11,12]Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.11 | 92.35 | 2.98 | 13,870 | 80 | |
| Joint of DualPromptBackbone=ViT-B/16, #Tr.Params.=0.13M2024.11 | 90.85 | — | — | — | |
| S-Prompt*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.11 | 87.57 | 3.63 | 12.12 | 76 | |
| CODA-Prompt*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.11 | 86.94 | 4.04 | 12.12 | 76 | |
| DualPrompt* + PGP*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.11 | 86.92 | 5.35 | 12,210 | 76 | |
| DualPrompt* + AdapterBackbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.11 | 86.51 | 4.75 | 14,980 | 90 | |
| DualPrompt*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.11 | 86.5 | 5.77 | 12.12 | 76 | |
| DualPrompt*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.11 | 86.5 | 5.77 | 12,120 | 76 | |
| L2P* + Soft-TF-L[3,4,5]Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.11 | 86.26 | 4.79 | 12.85 | 78 | |
| L2P* + Soft-TF-L[3,4,5]Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.11 | 86.26 | 4.79 | 12,850 | 78 | |
| L2P* + PGP*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.11 | 84.34 | 5.59 | 12,300 | 75 | |
| L2P*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.11 | 83.77 | 6.63 | 12 | 75 | |
| L2P*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.11 | 83.77 | 6.63 | 12,000 | 75 | |
| DualPrompt* + LoRABackbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.11 | 82 | 4.33 | 13,240 | 79 |