Online Class-Incremental Learning on Pendigits
98.2Final Mean AccuracySQDA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SQDAType=Non-tree baseline2026.05 | 98.2 | — | |
| SQDAProtocol=Online CIL (single-pass)2026.05 | 98.2 | — | |
| PECType=Exemplar-free baseline2026.05 | 96.1 | — | |
| PECProtocol=Online CIL (single-pass)2026.05 | 96.1 | — | |
| MIST-GProtocol=Online CIL2026.05 | 88.9 | — | |
| MIST-GProtocol=Online CIL (single-pass)2026.05 | 88.9 | — | |
| MIST-GProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.05 | 88.9 | — | |
| SLDAType=Non-tree baseline2026.05 | 87.9 | — | |
| SLDAProtocol=Online CIL (single-pass)2026.05 | 87.9 | — | |
| MIST-KProtocol=Online CIL2026.05 | 87.7 | — | |
| MIST-KProtocol=Online CIL (single-pass)2026.05 | 87.7 | — | |
| MIST-KProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.05 | 87.7 | — | |
| RutkowskiProtocol=No-reset CIL-adapted2026.05 | 86.3 | — | |
| RutkowskiProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.05 | 86.3 | — | |
| RLSType=Non-tree baseline2026.05 | 85.7 | — | |
| RLSProtocol=Online CIL (single-pass)2026.05 | 85.7 | — | |
| ARFTrees=10, Drift detection=Disabled2026.05 | 84.6 | — | |
| ARF-NRProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass, Ensemble Size=10 trees, Drift Detection=Disabled2026.05 | 84.6 | — | |
| NCMType=Non-tree baseline2026.05 | 81.7 | — | |
| NCMProtocol=Online CIL (single-pass)2026.05 | 81.7 | — | |
| HATVariant=No-reset (NR)2026.05 | 61.4 | — | |
| HAT (NR)Protocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.05 | 61.4 | — | |
| VFDTProtocol=No-reset CIL-adapted2026.05 | 50.8 | — | |
| VFDTProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.05 | 50.8 | — | |
| EFDTVariant=No-reset (NR)2026.05 | 27.2 | — | |
| EFDT (NR)Protocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.05 | 27.2 | — | |
| EFDT (NR)Method Category=Tree-based, Variant Note=CIL-adapted2026.05 | — | 72 | |
| HAT (NR)Method Category=Tree-based, Variant Note=CIL-adapted2026.05 | — | 42.3 | |
| MIST-GMethod Category=Tree-based, Variant Note=CIL-adapted2026.05 | — | 5.9 | |
| MIST-KMethod Category=Tree-based, Variant Note=CIL-adapted2026.05 | — | 6.7 | |
| NCMMethod Category=Non-tree baselines, Variant Note=reference2026.05 | — | 7.3 | |
| PECMethod Category=Non-tree baselines, Variant Note=reference2026.05 | — | 2.6 | |
| RLSMethod Category=Non-tree baselines, Variant Note=reference2026.05 | — | 6.6 | |
| RutkowskiMethod Category=Tree-based, Variant Note=CIL-adapted2026.05 | — | 6.6 | |
| SLDAMethod Category=Non-tree baselines, Variant Note=reference2026.05 | — | 8.4 | |
| SQDAMethod Category=Non-tree baselines, Variant Note=reference2026.05 | — | 1.1 | |
| VFDTMethod Category=Tree-based, Variant Note=CIL-adapted2026.05 | — | 58.1 |