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ResearchFormerly WizWand

Class Incremental Learning on ImageNet-100 B50 Inc10

85.22Average Performance (A-bar)HDSD
54.0262.1270.2278.32Dec 3, 2025Dec 29, 2025Jan 24, 2026Feb 19, 2026Mar 17, 2026Apr 12, 2026May 8, 2026
Updated 6mo ago

Evaluation results

MethodLinks
HDSDexemplar-based=false2026.0585.2281.72
RAPFexemplar-based=false2026.0584.9680.66
ADAM-Adapterexemplar-based=false2026.0584.678.58
PROOFexemplar-based=true2026.0582.7871.04
BOFAexemplar-based=false2026.0581.2376.16
ENGINEexemplar-based=false2026.0580.6876.54
DualPromptexemplar-based=false2026.0574.249.78
L2P++exemplar-based=false2026.0574.1149.46
WA-DLCDLC framework=Enabled, Extra parameters #P=0.52 MB, Feature Extractor #P=11.17 MB2025.1273.8464.4
BiC-DLCDLC framework=Enabled, Extra parameters #P=0.52 MB, Feature Extractor #P=11.17 MB2025.1271.5357.24
MKD-DLCDLC framework=Enabled, Extra parameters #P=0.52 MB, Feature Extractor #P=11.17 MB2025.1266.4256.23
BiCDLC framework=Disabled, Feature Extractor #P=11.17 MB2025.1266.0249.82
MKDDLC framework=Disabled, Feature Extractor #P=11.17 MB2025.1265.6454.68
WADLC framework=Disabled, Feature Extractor #P=11.17 MB2025.1265.5356.55
CODAexemplar-based=false2026.0565.1428.8
iCaRL-DLCDLC framework=Enabled, Extra parameters #P=0.52 MB, Feature Extractor #P=11.17 MB2025.1265.0354.06
DAKD-DLCDLC framework=Enabled, Extra parameters #P=0.52 MB, Feature Extractor #P=11.17 MB2025.1264.7353.94
iCaRLDLC framework=Disabled, Feature Extractor #P=11.17 MB2025.1262.7253.55
DAKDDLC framework=Disabled, Feature Extractor #P=11.17 MB2025.1260.7651.5
Replay-DLCDLC framework=Enabled, Extra parameters #P=0.52 MB, Feature Extractor #P=11.17 MB2025.1259.7649.62
ReplayDLC framework=Disabled, Feature Extractor #P=11.17 MB2025.1255.2243.16