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ResearchFormerly WizWand

Online Class-Incremental Learning on Letter

89.5Final Mean AccuracySQDA
13.89233.52153.1572.779May 12, 2026
Updated 6mo ago

Evaluation results

MethodLinks
SQDAType=Non-tree baseline2026.0589.5
SQDAProtocol=Online CIL (single-pass)2026.0589.5
PECType=Exemplar-free baseline2026.0576
PECProtocol=Online CIL (single-pass)2026.0576
SLDAType=Non-tree baseline2026.0571.8
SLDAProtocol=Online CIL (single-pass)2026.0571.8
MIST-KProtocol=Online CIL2026.0569.2
MIST-KProtocol=Online CIL (single-pass)2026.0569.2
MIST-KProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0569.2
MIST-GProtocol=Online CIL2026.0567.8
RutkowskiProtocol=No-reset CIL-adapted2026.0567.8
MIST-GProtocol=Online CIL (single-pass)2026.0567.8
MIST-GProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0567.8
RutkowskiProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0567.8
NCMType=Non-tree baseline2026.0560.2
NCMProtocol=Online CIL (single-pass)2026.0560.2
RLSType=Non-tree baseline2026.0559.6
RLSProtocol=Online CIL (single-pass)2026.0559.6
ARFTrees=10, Drift detection=Disabled2026.0556.8
ARF-NRProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass, Ensemble Size=10 trees, Drift Detection=Disabled2026.0556.8
VFDTProtocol=No-reset CIL-adapted2026.0537.2
VFDTProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0537.2
HATVariant=No-reset (NR)2026.0523.7
HAT (NR)Protocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0523.7
EFDTVariant=No-reset (NR)2026.0516.8
EFDT (NR)Protocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0516.8