Class-incremental Learning on ImageNet-100 B=50, C=10 1.0
86.64Avg Incremental AccDER w/ C-Flat
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| DER w/ C-FlatExpansion=true, C-Flat=true2024.04 | 86.64 | — | — | — | — | — | — | — | — | — | |
| FOSTER w/ C-FlatExpansion=true, C-Flat=true2024.04 | 85.4 | — | — | — | — | — | — | — | — | — | |
| DERExpansion=true, C-Flat=false2024.04 | 85.17 | — | — | — | — | — | — | — | — | — | |
| FOSTERExpansion=true, C-Flat=false2024.04 | 84.54 | — | — | — | — | — | — | — | — | — | |
| PODNet w/ C-FlatRegularization=true, Memory=true, C-Flat=true2024.04 | 84.31 | — | — | — | — | — | — | — | — | — | |
| PODNetRegularization=true, Memory=true, C-Flat=false2024.04 | 83.66 | — | — | — | — | — | — | — | — | — | |
| TagFexincremental_strategy=B50Inc102025.12 | 80.64 | — | — | — | — | — | — | — | 75.54 | — | |
| OracleMethod Category=Oracle, Memory size per class=20, Pre-trained language model=CLIP B/322024.03 | 80.6 | 80.6 | — | — | — | — | — | — | — | — | |
| Oracle w/ LingoCLMethod Category=Oracle, Memory size per class=20, Pre-trained language model=CLIP B/322024.03 | 80.6 | 80.6 | — | — | — | — | — | — | — | — | |
| DyTox w/ LingoCLMethod Category=Architecture-based, Memory size per class=20, Pre-trained language model=CLIP B/322024.03 | 80.6 | 72.8 | 6.9 | — | — | — | — | — | — | — | |
| DyToxMethod Category=Architecture-based, Memory size per class=20, Pre-trained language model=CLIP B/322024.03 | 79.8 | 72.5 | 10.8 | — | — | — | — | — | — | — | |
| DERincremental_strategy=B50Inc102025.12 | 77.42 | — | — | 84.4 | 80.67 | 78.34 | 76.18 | 73.8 | 71.1 | 13.3 | |
| BEEFincremental_strategy=B50Inc102025.12 | 77.27 | — | — | — | — | — | — | — | 70.98 | — | |
| MEMOincremental_strategy=B50Inc102025.12 | 76.83 | — | — | 84.4 | 80.13 | 77.71 | 75.68 | 72.82 | 70.22 | 14.18 | |
| SCL-PNCincremental_strategy=B50Inc102025.12 | 76.8 | — | — | 84.1 | 80.22 | 77.93 | 74.73 | 73.21 | 70.61 | 13.49 | |
| AANet w/ LingoCLMethod Category=Architecture-based, Memory size per class=20, Pre-trained language model=CLIP B/322024.03 | 75.7 | 68.7 | — | — | — | — | — | — | — | — | |
| AANetMethod Category=Architecture-based, Memory size per class=20, Pre-trained language model=CLIP B/322024.03 | 75.3 | 66.2 | — | — | — | — | — | — | — | — | |
| DS-ALincremental_strategy=B50Inc102025.12 | 75.2 | — | — | — | — | — | — | — | 68 | — | |
| FCSincremental_strategy=B50Inc102025.12 | 74.06 | — | — | 81.6 | — | — | — | — | 63.82 | 17.78 | |
| BiC w/ LingoCLMethod Category=Distillation-based, Memory size per class=20, Pre-trained language model=CLIP B/322024.03 | 73.8 | 65.8 | 6.3 | — | — | — | — | — | — | — | |
| WA w/ C-FlatRegularization=true, C-Flat=true2024.04 | 73.56 | — | — | — | — | — | — | — | — | — | |
| LUCIR w/ LingoCLMethod Category=Distillation-based, Memory size per class=20, Pre-trained language model=CLIP B/322024.03 | 73.4 | 66 | 8.3 | — | — | — | — | — | — | — | |
| CwD w/ LingoCLMethod Category=Rectification-based, Memory size per class=20, Pre-trained language model=CLIP B/322024.03 | 73.4 | 65.6 | 10.9 | — | — | — | — | — | — | — | |
| WARegularization=true, C-Flat=false2024.04 | 73.17 | — | — | — | — | — | — | — | — | — | |
| BiMeCo w/ LingoCLMethod Category=Architecture-based, Memory size per class=20, Pre-trained language model=CLIP B/322024.03 | 73 | 63.4 | 11.8 | — | — | — | — | — | — | — | |
| PRLincremental_strategy=B50Inc102025.12 | 72.85 | — | — | 84.52 | 77.9 | 72.32 | 69.72 | 67.16 | 65.44 | 19.08 | |
| BiCMethod Category=Distillation-based, Memory size per class=20, Pre-trained language model=CLIP B/322024.03 | 72 | 63.6 | 7.2 | — | — | — | — | — | — | — | |
| CwDMethod Category=Rectification-based, Memory size per class=20, Pre-trained language model=CLIP B/322024.03 | 72 | 62.2 | 21.4 | — | — | — | — | — | — | — | |
| IL2M w/ LingoCLMethod Category=Rectification-based, Memory size per class=20, Pre-trained language model=CLIP B/322024.03 | 71.7 | 60.9 | 23.8 | — | — | — | — | — | — | — | |
| BiMeCoMethod Category=Architecture-based, Memory size per class=20, Pre-trained language model=CLIP B/322024.03 | 71.2 | 60.7 | 15.8 | — | — | — | — | — | — | — | |
| LUCIRMethod Category=Distillation-based, Memory size per class=20, Pre-trained language model=CLIP B/322024.03 | 70.2 | 59.7 | 21.4 | — | — | — | — | — | — | — | |
| FOSTERincremental_strategy=B50Inc102025.12 | 70.01 | — | — | 84.4 | 77.53 | 66.43 | 64.97 | 63.62 | 63.12 | 21.28 | |
| MEMO w/ C-FlatExpansion=true, C-Flat=true2024.04 | 69.34 | — | — | — | — | — | — | — | — | — | |
| IL2MMethod Category=Rectification-based, Memory size per class=20, Pre-trained language model=CLIP B/322024.03 | 67.5 | 54.6 | 30 | — | — | — | — | — | — | — | |
| MEMOExpansion=true, C-Flat=false2024.04 | 67.28 | — | — | — | — | — | — | — | — | — | |
| WAincremental_strategy=B50Inc102025.12 | 65.81 | — | — | 84.4 | 67.7 | 63.66 | 62.92 | 59.56 | 56.64 | 27.76 | |
| iCaRL w/ C-FlatRegularization=true, Memory=true, C-Flat=true2024.04 | 65.01 | — | — | — | — | — | — | — | — | — | |
| iCaRLRegularization=true, Memory=true, C-Flat=false2024.04 | 64.78 | — | — | — | — | — | — | — | — | — | |
| ReplayRegularization=true, Memory=true, C-Flat=false2024.04 | 63.89 | — | — | — | — | — | — | — | — | — | |
| Replay w/ C-FlatRegularization=true, Memory=true, C-Flat=true2024.04 | 63.6 | — | — | — | — | — | — | — | — | — | |
| iCaRLincremental_strategy=B50Inc102025.12 | 62.62 | — | — | 84.4 | 64.57 | 59.94 | 58.22 | 54.89 | 53.68 | 30.72 | |
| LwFincremental_strategy=B50Inc102025.12 | 46.24 | — | — | 84.4 | 47.13 | 41.6 | 38.48 | 34.42 | 31.42 | 52.98 |