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ResearchFormerly WizWand

Class Incremental Learning on ImageNet-R (10-Split)

91.94AccuracyNoRGa* + Soft-TF-L[10,11,12]
41.572854.648967.72580.8011Nov 25, 2024
Updated 6mo ago

Evaluation results

MethodLinks
NoRGa* + Soft-TF-L[10,11,12]Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.1191.940.3415.3552
NoRGa* + Soft-TF-L[10,11,12] (SOTA)Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.1191.940.3415.3552
Joint of NoRGa+Soft-TFBackbone=ViT-B/16, #Tr.Params.=6.93M2024.1190.73———
Joint of DualPrompt+Soft-TFBackbone=ViT-B/16, #Tr.Params.=6.93M2024.1180.21———
Joint of DualPromptBackbone=ViT-B/16, #Tr.Params.=0.13M2024.1179.13———
DualPrompt* + Soft-TF-L[10,11,12]Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.1176.625.315.3552
DualPrompt* + Soft-TF-L[10,11,12]Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.1176.625.315.3552
NoRGa*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.1175.44.5913.147
NoRGa*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.1175.44.5913.147
HiDe-Prompt*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.1175.064.0913.147
CODA-Prompt*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.1174.265.1713.147
S-Prompt*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.1174.254.7313.147
DualPrompt* + AdapterBackbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.1170.564.7115.6554
L2P* + Soft-TF-L[3,4,5]Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.1169.85.1314.2349
L2P* + Soft-TF-L[3,4,5]Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.1169.85.1314.2349
DualPrompt*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.1168.134.4613.147
DualPrompt*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.1168.134.4613.147
DualPrompt* + PGP*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.1163.344.5313.3347
L2P* + PGP*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.1161.48.0313.0746
L2P*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.1160.44912.846
L2P*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.1160.44912.846
DualPrompt* + LoRABackbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.1143.5113.215.0953