Class-Incremental Learning on CIFAR-100 B50Inc10
0.8598Avg AccuracyAREA
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| AREABackbone=CLIP ViT-B/162026.05 | 0.8598 | — | — | — | — | — | 0.8342 | — | — | — | |
| MG-CLIPBackbone=CLIP ViT-B/162026.05 | 0.8562 | — | — | — | — | — | 0.8126 | — | — | — | |
| SPABase Classes=50, Increment Size=102026.05 | 0.8501 | — | — | — | — | — | — | — | 0.816 | — | |
| CLG-CBMBase Classes=50, Increment Size=102026.05 | 0.8359 | — | — | — | — | — | — | — | 0.7928 | — | |
| PROOFBase Classes=50, Increment Size=102026.05 | 0.8332 | — | — | — | — | — | — | — | 0.7973 | — | |
| BOFABase Classes=50, Increment Size=102026.05 | 0.8302 | — | — | — | — | — | — | — | 0.7944 | — | |
| RAPFBase Classes=50, Increment Size=102026.05 | 0.8217 | — | — | — | — | — | — | — | 0.7793 | — | |
| RAPFBackbone=CLIP ViT-B/162026.05 | 0.8217 | — | — | — | — | — | 0.7793 | — | — | — | |
| L2PBase Classes=50, Increment Size=102026.05 | 0.8114 | — | — | — | — | — | — | — | 0.7361 | — | |
| L2PBackbone=CLIP ViT-B/162026.05 | 0.8114 | — | — | — | — | — | 0.7361 | — | — | — | |
| SimpleCILBase Classes=50, Increment Size=102026.05 | 0.802 | — | — | — | — | — | — | — | 0.7663 | — | |
| DualPromptBase Classes=50, Increment Size=102026.05 | 0.8012 | — | — | — | — | — | — | — | 0.7257 | — | |
| DualPromptBackbone=CLIP ViT-B/162026.05 | 0.8012 | — | — | — | — | — | 0.7257 | — | — | — | |
| CODA-PromptBase Classes=50, Increment Size=102026.05 | 0.7869 | — | — | — | — | — | — | — | 0.7158 | — | |
| CODA-PromptBackbone=CLIP ViT-B/162026.05 | 0.7869 | — | — | — | — | — | 0.7158 | — | — | — | |
| ZS-CLIPBase Classes=50, Increment Size=102026.05 | 0.7649 | — | — | — | — | — | — | — | 0.7138 | — | |
| ZS-CLIPBackbone=CLIP ViT-B/162026.05 | 0.7649 | — | — | — | — | — | 0.7138 | — | — | — | |
| TagFex2025.12 | 0.7587 | — | — | — | — | — | 0.7033 | — | — | — | |
| PRL2025.12 | 0.7129 | 0.828 | 0.7565 | 0.721 | 0.6826 | 0.6552 | 0.6344 | 0.1936 | — | — | |
| SCL-PNC#P(M)=8.542025.12 | 0.7092 | 0.7862 | 0.7467 | 0.7304 | 0.682 | 0.6628 | 0.6469 | 0.1393 | — | — | |
| FCS#P(M)=12.202025.12 | 0.704 | 0.8392 | 0.7485 | 0.7077 | 0.6704 | 0.6366 | 0.6213 | 0.2179 | — | — | |
| DER#P(M)=9.272025.12 | 0.6979 | 0.765 | 0.7278 | 0.714 | 0.6814 | 0.6584 | 0.641 | 0.124 | — | — | |
| FOSTER#P(M)=0.462025.12 | 0.6781 | 0.7802 | 0.723 | 0.6996 | 0.6386 | 0.6304 | 0.5966 | 0.1836 | — | — | |
| BEEF#P(M)=2.302025.12 | 0.67 | 0.7796 | 0.7082 | 0.6983 | 0.633 | 0.6063 | 0.5948 | 0.1848 | — | — | |
| DS-AL#P(M)=0.462025.12 | 0.6654 | 0.7794 | 0.7115 | 0.6751 | 0.6355 | 0.6067 | 0.5843 | 0.1953 | — | — | |
| WA-DLCDLC framework=Enabled, Extra parameters #P=0.04 MB, Feature Extractor #P=0.46 MB2025.12 | 0.6543 | — | — | — | — | — | 0.5771 | — | — | — | |
| MEMO#P(M)=7.142025.12 | 0.6508 | 0.763 | 0.6748 | 0.6619 | 0.6235 | 0.6001 | 0.5812 | 0.1818 | — | — | |
| WADLC framework=Disabled, Feature Extractor #P=0.46 MB2025.12 | 0.6504 | — | — | — | — | — | 0.5694 | — | — | — | |
| WA#P(M)=0.462025.12 | 0.6456 | 0.7592 | 0.6863 | 0.657 | 0.615 | 0.588 | 0.5681 | 0.1911 | — | — | |
| iCaRL#P(M)=0.462025.12 | 0.6037 | 0.7534 | 0.6548 | 0.6201 | 0.5585 | 0.5302 | 0.5049 | 0.2485 | — | — | |
| DAKD-DLCDLC framework=Enabled, Extra parameters #P=0.04 MB, Feature Extractor #P=0.46 MB2025.12 | 0.5699 | — | — | — | — | — | 0.46 | — | — | — | |
| iCaRL-DLCDLC framework=Enabled, Extra parameters #P=0.04 MB, Feature Extractor #P=0.46 MB2025.12 | 0.5661 | — | — | — | — | — | 0.4635 | — | — | — | |
| iCaRLDLC framework=Disabled, Feature Extractor #P=0.46 MB2025.12 | 0.5594 | — | — | — | — | — | 0.4444 | — | — | — | |
| BiC-DLCDLC framework=Enabled, Extra parameters #P=0.04 MB, Feature Extractor #P=0.46 MB2025.12 | 0.5446 | — | — | — | — | — | 0.4623 | — | — | — | |
| DAKDDLC framework=Disabled, Feature Extractor #P=0.46 MB2025.12 | 0.5433 | — | — | — | — | — | 0.4309 | — | — | — | |
| Replay-DLCDLC framework=Enabled, Extra parameters #P=0.04 MB, Feature Extractor #P=0.46 MB2025.12 | 0.5372 | — | — | — | — | — | 0.4361 | — | — | — | |
| BiCDLC framework=Disabled, Feature Extractor #P=0.46 MB2025.12 | 0.5345 | — | — | — | — | — | 0.3604 | — | — | — | |
| MKD-DLCDLC framework=Enabled, Extra parameters #P=0.04 MB, Feature Extractor #P=0.46 MB2025.12 | 0.5218 | — | — | — | — | — | 0.4099 | — | — | — | |
| ReplayDLC framework=Disabled, Feature Extractor #P=0.46 MB2025.12 | 0.5108 | — | — | — | — | — | 0.4088 | — | — | — | |
| MKDDLC framework=Disabled, Feature Extractor #P=0.46 MB2025.12 | 0.4668 | — | — | — | — | — | 0.3617 | — | — | — | |
| LwF#P(M)=0.472025.12 | 0.3857 | 0.76 | 0.4568 | 0.352 | 0.2688 | 0.245 | 0.2317 | 0.5283 | — | — | |
| BOFAexemplar-free=true, initialization=CLIP2025.11 | — | — | — | — | — | — | — | — | 0.8012 | 83.68 | |
| CODA-Promptexemplar-free=true, initialization=CLIP2025.11 | — | — | — | — | — | — | — | — | 0.7158 | 78.69 | |
| CoOpexemplar-free=true, initialization=CLIP2025.11 | — | — | — | — | — | — | — | — | 0.2412 | 41.23 | |
| DualPromptexemplar-free=true, initialization=CLIP2025.11 | — | — | — | — | — | — | — | — | 0.7257 | 80.12 | |
| Finetuneexemplar-free=true, initialization=CLIP2025.11 | — | — | — | — | — | — | — | — | 0.0246 | 5.3 | |
| L2Pexemplar-free=true, initialization=CLIP2025.11 | — | — | — | — | — | — | — | — | 0.7361 | 81.14 | |
| RAPFexemplar-free=true, initialization=CLIP2025.11 | — | — | — | — | — | — | — | — | 0.7793 | 82.17 | |
| SimpleCILexemplar-free=true, initialization=CLIP2025.11 | — | — | — | — | — | — | — | — | 0.7663 | 80.2 | |
| ZS-CLIPexemplar-free=true, initialization=CLIP2025.11 | — | — | — | — | — | — | — | — | 0.7138 | 76.49 |