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ResearchFormerly WizWand

Class-Incremental Learning on OmniBenchmark B0 Inc30

85.44Last AccuracyJoint
43.850454.647765.44576.2423Feb 20, 2025Apr 25, 2025Jun 28, 2025Aug 31, 2025Nov 3, 2025Jan 6, 2026Mar 11, 2026
Updated 7mo ago

Evaluation results

MethodLinks
JointBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc302025.0285.44—
JointBackbone=ViT-B/16-IN1K2025.0283.08—
TOSCABackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc302025.0282.3584.75
MOSBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc302025.0279.9784.73
TOSCABackbone=ViT-B/16-IN1K2025.0279.6582.48
RanPACBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc302025.0278.3383.38
MOSBackbone=ViT-B/16-IN1K2025.0278.2885.33
RanPACBackbone=ViT-B/16-IN1K2025.0277.883.78
CoReBackbone=ViT-B/16-IN21K2026.0375.0481.5
PromptBackbone=ViT-B/16-IN21K2026.0374.4781.05
AdapterBackbone=ViT-B/16-IN21K2026.0374.3780.75
EASEBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc302025.0274.1681.11
APER-AdapterBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc302025.0274.0480.48
SSFBackbone=ViT-B/16-IN21K2026.037480.53
ViTBackbone=ViT-B/16-IN21K2026.0373.1579.34
SimpleCILBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc302025.0273.1379.59
SimpleCILBackbone=ViT-B/16-IN1K2025.0272.278.67
EASEBackbone=ViT-B/16-IN1K2025.0271.678.4
APER-AdapterBackbone=ViT-B/16-IN1K2025.0270.7277.66
CODAPromptBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc302025.0269.4673.73
CODAPromptBackbone=ViT-B/16-IN1K2025.0268.2672.22
DualPromptBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc302025.0266.4675.58
FinetuneBackbone=ViT-B/16-IN21K2026.0365.0373.02
L2PBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc302025.0264.6373.96
DualPromptBackbone=ViT-B/16-IN1K2025.0263.6373.21
L2PBackbone=ViT-B/16-IN1K2025.0263.172.76
FinetuneBackbone=ViT-B/16-IN1K2025.0245.763.35
FinetuneBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc302025.0245.4563.71