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ResearchFormerly WizWand

Class-Incremental Learning on ImageNet-A (B0 Inc20)

74.05Last AccuracyJoint
11.868428.011744.15560.2983Feb 20, 2025May 8, 2025Jul 24, 2025Oct 9, 2025Dec 25, 2025Mar 12, 2026May 28, 2026
Updated 5mo ago

Evaluation results

MethodLinks
JointBackbone=ViT-B/16-IN1K2025.0274.05—
TOSCABackbone=ViT-B/16-IN1K2025.0272.374.48
JointBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc202025.0267.97—
TOSCABackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc202025.0265.3766.92
NoFA-BC2026.0564.0672.51
EASEBackbone=ViT-B/16-IN1K2025.0262.3670.49
MOSBackbone=ViT-B/16-IN1K2025.0261.2469.14
Joint fine-tuningEvaluation protocol=Joint2026.0360.99—
RanPACBackbone=ViT-B/16-IN1K2025.0259.6469.6
APER-AdapterBackbone=ViT-B/16-IN1K2025.0258.8366.86
MoTE2026.0557.9364.91
SCL-MGSMIncremental steps (Inc)=102026.0356.0565.29
SCL-MGSMIncremental steps (Inc)=52026.0355.7964.93
EASEBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc202025.0254.9964
RanPACBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc202025.0254.7664.22
MOSBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc202025.0254.663.57
SEMA2026.0553.3262.97
CODAPromptBackbone=ViT-B/16-IN1K2025.0252.3263.61
Joint linear probeEvaluation protocol=Joint2026.0350.98—
APER-AdapterBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc202025.0249.4659.57
SimpleCILBackbone=ViT-B/16-IN1K2025.0249.4458.7
SimpleCILBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc202025.0248.7758.92
CODAPromptBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc202025.0247.1858.82
DualPromptBackbone=ViT-B/16-IN1K2025.0246.9956.42
L2PBackbone=ViT-B/16-IN1K2025.0244.352.32
L2PBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc202025.0242.850.13
DualPromptBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc202025.0240.5651.57
FinetuneBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc202025.0219.8630.98
FinetuneBackbone=ViT-B/16-IN1K2025.0214.2628.64