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Class-Incremental Learning on AZ-Class IL

86.1Average AccuracyJoint
6.22826.96447.768.436May 10, 2026

Evaluation results

MethodLinks
JointDescription=offline training on cumulative data; upper bound2026.0586.1
FreeMOCALambda setting=Adap. Layerwise λ, Interpolation type=Linear2026.0566.1
FreeMOCALambda setting=Adap. Layerwise λ, Interpolation type=Polynomial2026.0564.2
FreeMOCALambda setting=Adap. Layerwise λ, Interpolation type=Spline2026.0563.9
FreeMOCALambda setting=Fixed λ = 0.6, Interpolation type=Linear2026.0563.7
FreeMOCALambda setting=Fixed λ = 0.6, Interpolation type=Spline2026.0563.7
FreeMOCALambda setting=Fixed λ = 0.6, Interpolation type=Polynomial2026.0563.7
CLeWI2026.0562.2
MalCL2026.0559
ER2026.0556.9
WSC2026.0555.7
TAMiL2026.0554.8
iCaRL2026.0554.7
NoneDescription=fine-tuning only; lower bound2026.0526.5
GR2026.0522.9
BI-R2026.0522.5
EWC2026.0517.1
LwF2026.0510.6
SI2026.059.3