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ResearchFormerly WizWand

Online Class-Incremental Learning on HAR

81.5Final Mean AccuracySLDA
17.74834.29950.8567.401May 12, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SLDAType=Non-tree baseline2026.0581.5
RLSType=Non-tree baseline2026.0581.5
SLDAProtocol=Online CIL (single-pass)2026.0581.5
RLSProtocol=Online CIL (single-pass)2026.0581.5
SQDAType=Non-tree baseline2026.0579.1
SQDAProtocol=Online CIL (single-pass)2026.0579.1
NCMType=Non-tree baseline2026.0563.9
NCMProtocol=Online CIL (single-pass)2026.0563.9
MIST-KProtocol=Online CIL2026.0562.5
MIST-KProtocol=Online CIL (single-pass)2026.0562.5
MIST-KProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0562.5
RutkowskiProtocol=No-reset CIL-adapted2026.0561.4
PECType=Exemplar-free baseline2026.0561.4
PECProtocol=Online CIL (single-pass)2026.0561.4
RutkowskiProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0561.4
MIST-GProtocol=Online CIL2026.0560.7
MIST-GProtocol=Online CIL (single-pass)2026.0560.7
MIST-GProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0560.7
ARFTrees=10, Drift detection=Disabled2026.0560.1
ARF-NRProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass, Ensemble Size=10 trees, Drift Detection=Disabled2026.0560.1
VFDTProtocol=No-reset CIL-adapted2026.0532.4
VFDTProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0532.4
HATVariant=No-reset (NR)2026.0530.7
HAT (NR)Protocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0530.7
EFDTVariant=No-reset (NR)2026.0520.2
EFDT (NR)Protocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0520.2