Incremental Learning on CIFAR-100 (test)
88.47Average AccuracyREMIX + MoE-Adapter
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| REMIX + MoE-AdapterNo Real Image Buffer=true, Backbone=ViT2026.05 | 88.47 | — | — | — | — | — | — | — | — | — | — | — | 81.37 | |
| PMI + MoE-AdapterNo Real Image Buffer=true, Backbone=ViT2026.05 | 88.35 | — | — | — | — | — | — | — | — | — | — | — | 81.06 | |
| MoE-AdapterNo Real Image Buffer=true, Backbone=ViT2026.05 | 87.29 | — | — | — | — | — | — | — | — | — | — | — | 79.4 | |
| PROOFNo Real Image Buffer=false, Backbone=ViT2026.05 | 86.95 | — | — | — | — | — | — | — | — | — | — | — | 79.32 | |
| CLAP4CLIPNo Real Image Buffer=false, Backbone=ViT2026.05 | 86.13 | — | — | — | — | — | — | — | — | — | — | — | 78.21 | |
| PMI + VPTNo Real Image Buffer=true, Backbone=ViT2026.05 | 85.45 | — | — | — | — | — | — | — | — | — | — | — | 76.91 | |
| MEMONo Real Image Buffer=false, Backbone=ViT2026.05 | 85.31 | — | — | — | — | — | — | — | — | — | — | — | 75.24 | |
| PMI + CODA-PNo Real Image Buffer=true, Backbone=ViT2026.05 | 84.78 | — | — | — | — | — | — | — | — | — | — | — | 76.23 | |
| VPTNo Real Image Buffer=true, Backbone=ViT2026.05 | 83.98 | — | — | — | — | — | — | — | — | — | — | — | 74.34 | |
| CODA-PNo Real Image Buffer=true, Backbone=ViT2026.05 | 83.64 | — | — | — | — | — | — | — | — | — | — | — | 75.8 | |
| iCaRLNo Real Image Buffer=false, Backbone=ViT2026.05 | 82.2 | — | — | — | — | — | — | — | — | — | — | — | 64.15 | |
| AttriCLIPNo Real Image Buffer=true, Backbone=ViT2026.05 | 79.31 | — | — | — | — | — | — | — | — | — | — | — | 68.45 | |
| ZS-CLIPNo Real Image Buffer=true, Backbone=ViT2026.05 | 76.71 | — | — | — | — | — | — | — | — | — | — | — | 66.25 | |
| DS-ALNumber of Tasks (T)=5, Setting=Half-dataset2024.09 | 68.4 | — | — | — | — | — | — | — | — | 61.4 | — | — | — | |
| DS-ALNumber of Tasks (T)=10, Setting=Half-dataset2024.09 | 68.4 | — | — | — | — | — | — | — | — | 61.4 | — | — | — | |
| FeCAMNumber of Tasks (T)=5, Setting=Half-dataset2024.09 | 67.2 | — | — | — | — | — | — | — | — | 60.2 | — | — | — | |
| FeCAMNumber of Tasks (T)=10, Setting=Half-dataset2024.09 | 66.9 | — | — | — | — | — | — | — | — | 59.9 | — | — | — | |
| ACILNumber of Tasks (T)=5, Setting=Half-dataset2024.09 | 66.3 | — | — | — | — | — | — | — | — | 57.8 | — | — | — | |
| ACILNumber of Tasks (T)=10, Setting=Half-dataset2024.09 | 66 | — | — | — | — | — | — | — | — | 57.7 | — | — | — | |
| AdaGaussNumber of Tasks (T)=5, Setting=Half-dataset2024.09 | 65.7 | — | — | — | — | — | — | — | — | 58.9 | — | — | — | |
| FeTrILNumber of Tasks (T)=5, Setting=Half-dataset2024.09 | 65.1 | — | — | — | — | — | — | — | — | 58.3 | — | — | — | |
| FeTrILNumber of Tasks (T)=10, Setting=Half-dataset2024.09 | 64.6 | — | — | — | — | — | — | — | — | 56.2 | — | — | — | |
| SSRENumber of Tasks (T)=5, Setting=Half-dataset2024.09 | 63.9 | — | — | — | — | — | — | — | — | 55.7 | — | — | — | |
| AdaGaussNumber of Tasks (T)=10, Setting=Half-dataset2024.09 | 63.7 | — | — | — | — | — | — | — | — | 55.4 | — | — | — | |
| SSRENumber of Tasks (T)=10, Setting=Half-dataset2024.09 | 63.2 | — | — | — | — | — | — | — | — | 54.9 | — | — | — | |
| PASSNumber of Tasks (T)=5, Setting=Half-dataset2024.09 | 61.8 | — | — | — | — | — | — | — | — | 54.5 | — | — | — | |
| PASSNumber of Tasks (T)=10, Setting=Half-dataset2024.09 | 60.9 | — | — | — | — | — | — | — | — | 53.8 | — | — | — | |
| BaselineBackbone=ResNet-18, Few-shot Setting=5-way 5-shot, Implementation Status=Original2021.10 | — | 65.18 | 61.67 | 58.61 | 55.11 | 51.86 | 49.43 | 47.6 | 45.64 | 43.83 | -1.45 | — | — | |
| BiCLIPTask=T0, Classes=252026.05 | — | — | — | — | — | — | — | — | — | — | — | 86.2 | — | |
| BiCLIPTask=T1, Classes=502026.05 | — | — | — | — | — | — | — | — | — | — | — | 74.6 | — | |
| BiCLIPTask=T2, Classes=752026.05 | — | — | — | — | — | — | — | — | — | — | — | 63.99 | — | |
| BiCLIPTask=T3, Classes=1002026.05 | — | — | — | — | — | — | — | — | — | — | — | 60.08 | — | |
| cRTBackbone=ResNet-18, Few-shot Setting=5-way 5-shot, Implementation Status=Re-implemented2021.10 | — | 65.18 | 63.89 | 60.2 | 57.23 | 53.71 | 50.39 | 48.77 | 47.29 | 45.28 | — | — | — | |
| F2MBackbone=ResNet-18, Few-shot Setting=5-way 5-shot, Implementation Status=Original2021.10 | — | 64.71 | 62.05 | 59.01 | 55.58 | 52.55 | 49.96 | 48.08 | 46.28 | 44.67 | -0.61 | — | — | |
| FSLLBackbone=ResNet-18, Few-shot Setting=5-way 5-shot, Implementation Status=Re-implemented2021.10 | — | 65.18 | 56.24 | 54.55 | 51.61 | 49.11 | 47.27 | 45.35 | 43.95 | 42.22 | -3.08 | — | — | |
| FSLLBackbone=ResNet-18, Few-shot Setting=5-way 5-shot, Implementation Status=Original2021.10 | — | 64.1 | 55.85 | 51.71 | 48.59 | 45.34 | 43.25 | 41.52 | 39.81 | 38.16 | -7.12 | — | — | |
| FSLL+SSBackbone=ResNet-18, Few-shot Setting=5-way 5-shot, Implementation Status=Original2021.10 | — | 66.76 | 55.52 | 52.2 | 49.17 | 46.23 | 44.64 | 43.07 | 41.2 | 39.57 | -5.71 | — | — | |
| GeoStackTask=T0, Classes=252026.05 | — | — | — | — | — | — | — | — | — | — | — | 77.92 | — | |
| GeoStackTask=T1, Classes=502026.05 | — | — | — | — | — | — | — | — | — | — | — | 74.18 | — | |
| GeoStackTask=T2, Classes=752026.05 | — | — | — | — | — | — | — | — | — | — | — | 70.47 | — | |
| GeoStackTask=T3, Classes=1002026.05 | — | — | — | — | — | — | — | — | — | — | — | 69.47 | — | |
| iCaRLBackbone=ResNet-18, Few-shot Setting=5-way 5-shot, Implementation Status=Re-implemented2021.10 | — | 66.52 | 57.26 | 54.27 | 50.62 | 47.33 | 44.99 | 43.14 | 41.16 | 39.49 | -5.79 | — | — | |
| iCaRLBackbone=ResNet-18, Few-shot Setting=5-way 5-shot, Implementation Status=Original2021.10 | — | 64.1 | 53.28 | 41.69 | 34.13 | 27.93 | 25.06 | 20.41 | 15.48 | 13.73 | -31.55 | — | — | |
| Joint-trainingBackbone=ResNet-18, Few-shot Setting=5-way 5-shot, Implementation Status=Re-implemented2021.10 | — | 65.18 | 61.45 | 57.36 | 53.68 | 50.84 | 47.33 | 44.79 | 42.62 | 40.08 | -5.2 | — | — | |
| RebalanceBackbone=ResNet-18, Few-shot Setting=5-way 5-shot, Implementation Status=Re-implemented2021.10 | — | 66.66 | 61.42 | 57.29 | 53.02 | 48.85 | 45.68 | 43.06 | 40.56 | 38.35 | -6.93 | — | — | |
| RebalanceBackbone=ResNet-18, Few-shot Setting=5-way 5-shot, Implementation Status=Original2021.10 | — | 64.1 | 53.05 | 43.96 | 36.97 | 31.61 | 26.73 | 21.23 | 16.78 | 13.54 | -31.74 | — | — | |
| TATask=T0, Classes=252026.05 | — | — | — | — | — | — | — | — | — | — | — | 77.92 | — | |
| TATask=T1, Classes=502026.05 | — | — | — | — | — | — | — | — | — | — | — | 69.96 | — | |
| TATask=T2, Classes=752026.05 | — | — | — | — | — | — | — | — | — | — | — | 65.76 | — | |
| TATask=T3, Classes=1002026.05 | — | — | — | — | — | — | — | — | — | — | — | 61.79 | — | |
| TOPICBackbone=ResNet-18, Few-shot Setting=5-way 5-shot, Implementation Status=Original2021.10 | — | 64.1 | 55.88 | 47.07 | 45.16 | 40.11 | 36.38 | 33.96 | 31.55 | 29.37 | -15.91 | — | — | |
| ZSTask=T0, Classes=252026.05 | — | — | — | — | — | — | — | — | — | — | — | 71.88 | — | |
| ZSTask=T1, Classes=502026.05 | — | — | — | — | — | — | — | — | — | — | — | 68.44 | — | |
| ZSTask=T2, Classes=752026.05 | — | — | — | — | — | — | — | — | — | — | — | 66.89 | — | |
| ZSTask=T3, Classes=1002026.05 | — | — | — | — | — | — | — | — | — | — | — | 68.11 | — |