Class-Incremental Learning on CIFAR-100 B0_Inc10
94.45Avg AccuracyRanpac + C-Flat Turbo
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Ranpac + C-Flat TurboModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=94.34 (61.0%)2026.04 | 94.45 | 90.74 | — | |
| Ranpac + C-FlatModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=42.98 (27.8%)2026.04 | 94.41 | 90.7 | — | |
| RanpacModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=154.64 (100%)2026.04 | 94.32 | 90.72 | — | |
| QKDExemplars=02026.04 | 94.08 | 90.2 | — | |
| EASE + C-Flat TurboModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=102.74 (61.6%)2026.04 | 92.36 | 87.96 | — | |
| MEMOExemplars=20/class2026.04 | 92.17 | 89.26 | — | |
| EASE + C-FlatModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=44.25 (26.5%)2026.04 | 92.05 | 87.91 | — | |
| EASEModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=166.67 (100%)2026.04 | 91.91 | 87.3 | — | |
| LDEPromptBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 91.6 | 88.13 | — | |
| EvopromptBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 91.2 | 87.63 | — | |
| CpromptBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 90.83 | 86.38 | — | |
| CODA-PromptBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 90.6 | 87.01 | — | |
| ConvpromptBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 90.31 | 86.51 | — | |
| FOSTERExemplars=20/class2026.04 | 89.87 | 84.91 | — | |
| L2P + C-Flat TurboModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=65.50 (59.4%)2026.04 | 89.78 | 84.69 | — | |
| MG-CLIPBackbone=CLIP ViT-B/162026.05 | 89.74 | 82.78 | — | |
| L2P + C-FlatModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=28.63 (30.0%)2026.04 | 89.56 | 84.35 | — | |
| DualpromptBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 89.39 | 84.58 | — | |
| L2PModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=110.29 (100%)2026.04 | 89.36 | 83.94 | — | |
| AREABackbone=CLIP ViT-B/162026.05 | 89.24 | 83.69 | — | |
| L2PBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 88.83 | 83.46 | — | |
| SPABase Classes=0, Increment Size=102026.05 | 88.53 | 81.81 | — | |
| PROOFBase Classes=0, Increment Size=102026.05 | 86.77 | 79.11 | — | |
| CLG-CBMBase Classes=0, Increment Size=102026.05 | 86.58 | 80.15 | — | |
| BOFAexemplar-free=true, initialization=CLIP2025.11 | 86.41 | — | 79.48 | |
| Aper-VPT-DBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 86.26 | 80.28 | — | |
| RAPFBase Classes=0, Increment Size=102026.05 | 86.14 | 78.04 | — | |
| RAPFBackbone=CLIP ViT-B/162026.05 | 86.14 | 78.04 | — | |
| RAPFexemplar-free=true, initialization=CLIP2025.11 | 86.14 | — | 78.04 | |
| BOFABase Classes=0, Increment Size=102026.05 | 86.07 | 79.19 | — | |
| DERExemplars=20/class2026.04 | 86.04 | 77.93 | — | |
| Aper-VPT-SBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 85.2 | 79.77 | — | |
| SimpleCILBase Classes=0, Increment Size=102026.05 | 84.15 | 76.63 | — | |
| SimpleCILexemplar-free=true, initialization=CLIP2025.11 | 84.15 | — | 76.63 | |
| MEMO + C-Flat TurboModel Category=Typical, Backbone=ViT-B/16-IN1K, Throughput=91.91 (68.0%)2026.04 | 83.02 | 75.76 | — | |
| L2PBase Classes=0, Increment Size=102026.05 | 82.74 | 73.03 | — | |
| L2PBackbone=CLIP ViT-B/162026.05 | 82.74 | 73.03 | — | |
| L2Pexemplar-free=true, initialization=CLIP2025.11 | 82.74 | — | 73.03 | |
| MEMO + C-FlatModel Category=Typical, Backbone=ViT-B/16-IN1K, Throughput=46.11 (34.1%)2026.04 | 82.61 | 75.49 | — | |
| iCaRLExemplars=20/class2026.04 | 82.46 | 73.87 | — | |
| CODA-PromptBase Classes=0, Increment Size=102026.05 | 82.43 | 73.43 | — | |
| CODA-PromptBackbone=CLIP ViT-B/162026.05 | 82.43 | 73.43 | — | |
| CODA-Promptexemplar-free=true, initialization=CLIP2025.11 | 82.43 | — | 73.43 | |
| MEMOModel Category=Typical, Backbone=ViT-B/16-IN1K, Throughput=135.14 (100%)2026.04 | 82.26 | 73.89 | — | |
| ZS-CLIPBase Classes=0, Increment Size=102026.05 | 81.81 | 71.38 | — | |
| ZS-CLIPBackbone=CLIP ViT-B/162026.05 | 81.81 | 71.38 | — | |
| ZS-CLIPexemplar-free=true, initialization=CLIP2025.11 | 81.81 | — | 71.38 | |
| DualPromptBase Classes=0, Increment Size=102026.05 | 81.63 | 72.44 | — | |
| DualPromptBackbone=CLIP ViT-B/162026.05 | 81.63 | 72.44 | — | |
| DualPromptexemplar-free=true, initialization=CLIP2025.11 | 81.63 | — | 72.44 | |
| iCaRL + C-Flat TurboModel Category=Typical, Backbone=ViT-B/16-IN1K, Throughput=45.89 (62.6%)2026.04 | 79.82 | 68.54 | — | |
| iCaRL + C-FlatModel Category=Typical, Backbone=ViT-B/16-IN1K, Throughput=19.72 (26.9%)2026.04 | 79.72 | 67.15 | — | |
| iCaRLModel Category=Typical, Backbone=ViT-B/16-IN1K, Throughput=73.35 (100%)2026.04 | 77.83 | 66.64 | — | |
| DER w/ C-FlatExpansion=true, C-Flat=true2024.04 | 72.08 | — | — | |
| DERExpansion=true, C-Flat=false2024.04 | 71.01 | — | — | |
| MEMO w/ C-FlatExpansion=true, C-Flat=true2024.04 | 69.94 | — | — | |
| MEMOExpansion=true, C-Flat=false2024.04 | 69.82 | — | — | |
| WA w/ C-FlatRegularization=true, C-Flat=true2024.04 | 67.79 | — | — | |
| FOSTER w/ C-FlatExpansion=true, C-Flat=true2024.04 | 67.34 | — | — | |
| WARegularization=true, C-Flat=false2024.04 | 66.76 | — | — | |
| FOSTERExpansion=true, C-Flat=false2024.04 | 66.73 | — | — | |
| iCaRL w/ C-FlatRegularization=true, Memory=true, C-Flat=true2024.04 | 60.4 | — | — | |
| iCaRLRegularization=true, Memory=true, C-Flat=false2024.04 | 59.76 | — | — | |
| Replay w/ C-FlatRegularization=true, Memory=true, C-Flat=true2024.04 | 59.42 | — | — | |
| ReplayRegularization=true, Memory=true, C-Flat=false2024.04 | 58.37 | — | — | |
| PODNet w/ C-FlatRegularization=true, Memory=true, C-Flat=true2024.04 | 56.58 | — | — | |
| PODNetRegularization=true, Memory=true, C-Flat=false2024.04 | 56.01 | — | — | |
| CoOpexemplar-free=true, initialization=CLIP2025.11 | 47 | — | 24.24 | |
| Finetuneexemplar-free=true, initialization=CLIP2025.11 | 7.84 | — | 4.44 |