Class Incremental Learning on ImageNet-R (10-Split)
91.94AccuracyNoRGa* + 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 | 91.94 | 0.34 | 15.35 | 52 | |
| NoRGa* + Soft-TF-L[10,11,12] (SOTA)Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.11 | 91.94 | 0.34 | 15.35 | 52 | |
| Joint of NoRGa+Soft-TFBackbone=ViT-B/16, #Tr.Params.=6.93M2024.11 | 90.73 | — | — | — | |
| Joint of DualPrompt+Soft-TFBackbone=ViT-B/16, #Tr.Params.=6.93M2024.11 | 80.21 | — | — | — | |
| Joint of DualPromptBackbone=ViT-B/16, #Tr.Params.=0.13M2024.11 | 79.13 | — | — | — | |
| DualPrompt* + Soft-TF-L[10,11,12]Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.11 | 76.62 | 5.3 | 15.35 | 52 | |
| DualPrompt* + Soft-TF-L[10,11,12]Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.11 | 76.62 | 5.3 | 15.35 | 52 | |
| NoRGa*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.11 | 75.4 | 4.59 | 13.1 | 47 | |
| NoRGa*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.11 | 75.4 | 4.59 | 13.1 | 47 | |
| HiDe-Prompt*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.11 | 75.06 | 4.09 | 13.1 | 47 | |
| CODA-Prompt*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.11 | 74.26 | 5.17 | 13.1 | 47 | |
| S-Prompt*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.11 | 74.25 | 4.73 | 13.1 | 47 | |
| DualPrompt* + AdapterBackbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.11 | 70.56 | 4.71 | 15.65 | 54 | |
| L2P* + Soft-TF-L[3,4,5]Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.11 | 69.8 | 5.13 | 14.23 | 49 | |
| L2P* + Soft-TF-L[3,4,5]Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.11 | 69.8 | 5.13 | 14.23 | 49 | |
| DualPrompt*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.11 | 68.13 | 4.46 | 13.1 | 47 | |
| DualPrompt*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.11 | 68.13 | 4.46 | 13.1 | 47 | |
| DualPrompt* + PGP*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.11 | 63.34 | 4.53 | 13.33 | 47 | |
| L2P* + PGP*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.11 | 61.4 | 8.03 | 13.07 | 46 | |
| L2P*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.11 | 60.44 | 9 | 12.8 | 46 | |
| L2P*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.11 | 60.44 | 9 | 12.8 | 46 | |
| DualPrompt* + LoRABackbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.11 | 43.51 | 13.2 | 15.09 | 53 |