Online Class-Incremental Learning on Wine
98.7Final Mean AccuracySQDA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SQDAType=Non-tree baseline2026.05 | 98.7 | — | |
| NCMType=Non-tree baseline2026.05 | 98.1 | — | |
| RLSType=Non-tree baseline2026.05 | 98.1 | — | |
| SLDAType=Non-tree baseline2026.05 | 97.9 | — | |
| MIST-GProtocol=Online CIL2026.05 | 97 | — | |
| VFDTProtocol=No-reset CIL-adapted2026.05 | 97 | — | |
| RutkowskiProtocol=No-reset CIL-adapted2026.05 | 97 | — | |
| EFDTVariant=No-reset (NR)2026.05 | 97 | — | |
| HATVariant=No-reset (NR)2026.05 | 97 | — | |
| MIST-KProtocol=Online CIL2026.05 | 95.7 | — | |
| ARFTrees=10, Drift detection=Disabled2026.05 | 95.2 | — | |
| PECType=Exemplar-free baseline2026.05 | 78.2 | — | |
| SQDAProtocol=Online CIL (single-pass)2026.05 | 0.987 | — | |
| NCMProtocol=Online CIL (single-pass)2026.05 | 0.981 | — | |
| RLSProtocol=Online CIL (single-pass)2026.05 | 0.981 | — | |
| SLDAProtocol=Online CIL (single-pass)2026.05 | 0.979 | — | |
| MIST-GProtocol=Online CIL (single-pass)2026.05 | 0.97 | — | |
| MIST-GProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.05 | 0.97 | — | |
| VFDTProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.05 | 0.97 | — | |
| RutkowskiProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.05 | 0.97 | — | |
| EFDT (NR)Protocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.05 | 0.97 | — | |
| HAT (NR)Protocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.05 | 0.97 | — | |
| MIST-KProtocol=Online CIL (single-pass)2026.05 | 0.957 | — | |
| MIST-KProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.05 | 0.957 | — | |
| ARF-NRProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass, Ensemble Size=10 trees, Drift Detection=Disabled2026.05 | 0.952 | — | |
| PECProtocol=Online CIL (single-pass)2026.05 | 0.782 | — | |
| EFDT (NR)Method Category=Tree-based, Variant Note=CIL-adapted2026.05 | — | 0.038 | |
| HAT (NR)Method Category=Tree-based, Variant Note=CIL-adapted2026.05 | — | 0.038 | |
| MIST-GMethod Category=Tree-based, Variant Note=CIL-adapted2026.05 | — | 0.038 | |
| MIST-KMethod Category=Tree-based, Variant Note=CIL-adapted2026.05 | — | 0.055 | |
| NCMMethod Category=Non-tree baselines, Variant Note=reference2026.05 | — | 0.007 | |
| PECMethod Category=Non-tree baselines, Variant Note=reference2026.05 | — | 0.152 | |
| RLSMethod Category=Non-tree baselines, Variant Note=reference2026.05 | — | 0.029 | |
| RutkowskiMethod Category=Tree-based, Variant Note=CIL-adapted2026.05 | — | 0.038 | |
| SLDAMethod Category=Non-tree baselines, Variant Note=reference2026.05 | — | 0.014 | |
| SQDAMethod Category=Non-tree baselines, Variant Note=reference2026.05 | — | 0 | |
| VFDTMethod Category=Tree-based, Variant Note=CIL-adapted2026.05 | — | 0.038 |