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ResearchFormerly WizWand

Class Incremental Learning on CIFAR100 20-Split

99.05AccuracySoft-TF-L[10,11,12]
30.898848.591966.28583.9781Nov 25, 2024
Updated 6mo ago

Evaluation results

MethodLinks
Soft-TF-L[10,11,12]Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Gradient ID2024.1199.050.2415.6163
NoRGa* + Soft-TF-L[10,11,12]Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.1198.30.315.6104
NoRGa* + Soft-TF-L[10,11,12] (SOTA)Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.1198.30.315.6104
Joint of NoRGa+Soft-TFBackbone=ViT-B/16, #Tr.Params.=6.93M2024.1198.2———
Soft-TF-L[10,11,12]Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.1197.40.5715.6104
DualPrompt* + Soft-TF-L[10,11,12]Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.1197.40.5715.6104
DualPrompt* + Soft-TF-L[10,11,12]Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.1197.40.5715.6104
NoRGa*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.1197.390.5811.678
NoRGa*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.1197.390.5811.678
Upper-Bound of Soft-TFBackbone=ViT-B/16, #Tr.Params.=6.93M2024.1195.9———
Joint of DualPrompt+Soft-TFBackbone=ViT-B/16, #Tr.Params.=6.93M2024.1195.9———
Soft-TF-L[3,4,5]Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Gradient ID2024.1195.381.7315.6163
Soft-TF-L[3,4,5]Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.1194.432.0215.6104
HiDe-Prompt*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.1194.281.7811.678
DualPrompt* + LoRABackbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.1192.142.0215.89105
Upper-Bound of DualPromptBackbone=ViT-B/16, #Tr.Params.=0.03M2024.1190.85———
Joint of DualPromptBackbone=ViT-B/16, #Tr.Params.=0.13M2024.1190.85———
S-Prompt*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.1184.97.0511.678
CODA-Prompt*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.1184.77.1111.678
DualPrompt* + AdapterBackbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.1184.485.8116.13109
+ PGP*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.1183.747.9113.1278
DualPrompt* + PGP*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.1183.747.9113.1278
DualPrompt*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.1182.988.211.678
DualPrompt*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.1182.988.211.678
DualPrompt*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.1182.988.211.678
iCaRLBackbone=ViT-B/16, #Tr.Params.=5,000, Task ID=-2024.1178.02—5.8—
L2P* + Soft-TF-L[3,4,5]Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.1176.1715.7713.98100
L2P* + Soft-TF-L[3,4,5]Backbone=ViT-B/16, #Tr.Params.=6.93M, Task ID=Prompt ID2024.1176.1715.7713.98100
L2P* + PGP*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.1176.1213.2612.776
BiCBackbone=ViT-B/16, #Tr.Params.=5,000, Task ID=-2024.1173.02—6.23—
iCaRLBackbone=ViT-B/16, #Tr.Params.=1,000, Task ID=-2024.1171.32—15.98—
L2P*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.1171.2913.9611.576
L2P*Backbone=ViT-B/16, #Tr.Params.=0.03M, Task ID=Prompt ID2024.1171.2913.9611.576
DER+MCGBackbone=ViT-B/16, #Tr.Params.=2,000, Task ID=-2024.1165.84—13.72—
BiCBackbone=ViT-B/16, #Tr.Params.=1,000, Task ID=-2024.1163.12—21.89—
LWFBackbone=ViT-B/16, #Tr.Params.=-, Task ID=-2024.1139.12—57.91—
EWCBackbone=ViT-B/16, #Tr.Params.=-, Task ID=-2024.1136.73—35.19—
FTBackbone=ViT-B/16, #Tr.Params.=-, Task ID=-2024.1133.52—53.69—