Class-Incremental Learning on ImageNet-100
93.9Last AccProTPS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ProTPSPrompt=text*2026.04 | 93.9 | — | — | — | |
| Task-specific JOINTBackbone=ViT-B/162024.03 | 85.72 | 83.07 | — | — | |
| AttriCLIPPrompt=text2026.04 | 83.3 | — | — | — | |
| HiDe-PromptPrompt=visual2026.04 | 82.9 | — | — | — | |
| D³Former JointJoint Training=true2022.07 | 82.14 | — | — | — | |
| D³Former JointJoint Training=true2022.07 | 82.14 | — | — | — | |
| D³Former JointJoint Training=true2022.07 | 82.14 | — | — | — | |
| DyTox JointJoint Training=true2022.07 | 79.82 | — | — | — | |
| DyTox JointJoint Training=true2022.07 | 79.82 | — | — | — | |
| DyTox JointJoint Training=true2022.07 | 79.82 | — | — | — | |
| AttriCLIP + OursBackbone=ViT-B/162024.03 | 79.3 | 87.37 | — | — | |
| CoOp (1000)Prompt=text2026.04 | 79.3 | — | — | — | |
| OursBackbone=ViT-B/162024.03 | 79.16 | 87.76 | — | — | |
| CODA-PBackbone=ViT-B/162024.03 | 79.02 | 85.93 | — | — | |
| MaPLe + OursBackbone=ViT-B/162024.03 | 79.02 | 87.47 | — | — | |
| CoOp + OursBackbone=ViT-B/162024.03 | 78.18 | 86.8 | — | — | |
| Ours w/o VIBackbone=ViT-B/162024.03 | 76.48 | 86.11 | — | — | |
| Single-task JOINTBackbone=ViT-B/162024.03 | 75.4 | 80.92 | — | — | |
| Continual-CLIPPrompt=text2026.04 | 75.4 | — | — | — | |
| SimESteps=5, Backbone=CLIP ViT-B/16, Number of adapters=122026.03 | 75.37 | 79.35 | — | — | |
| SimESteps=10, Backbone=CLIP ViT-B/16, Number of adapters=122026.03 | 75.37 | 79.32 | — | — | |
| SimESteps=20, Backbone=CLIP ViT-B/16, Number of adapters=122026.03 | 75.37 | 79.29 | — | — | |
| CODA-PPrompt=visual2026.04 | 75.2 | — | — | — | |
| Zero-Shot CLIPPrompt=text2026.04 | 75.1 | — | — | — | |
| Continual-CLIPBackbone=ViT-B/162024.03 | 74.2 | 83.99 | — | — | |
| CLIP-AdapterBackbone=ViT-B/162024.03 | 73.96 | 84.13 | — | — | |
| DyToxSteps=10, Backbone=CLIP ViT-B/162026.03 | 72.5 | 80.8 | — | — | |
| AttriCLIPBackbone=ViT-B/162024.03 | 70.76 | 82.29 | — | — | |
| DyToxreproduced=true2022.07 | 70.24 | 77.08 | 21.21 | — | |
| D³Formerevaluation=NCM2022.07 | 69.89 | 77.21 | 17.98 | — | |
| D³Former2022.07 | 67.82 | 77.31 | 25.92 | — | |
| PODNet-CNN2022.07 | 67.6 | 76.96 | — | — | |
| DERSteps=10, Backbone=CLIP ViT-B/162026.03 | 66.1 | 76.1 | — | — | |
| DyToxreproduced=true2022.07 | 65.44 | 74.06 | 27.16 | — | |
| D³Formerevaluation=NCM2022.07 | 65.11 | 75.26 | 20.21 | — | |
| PODNet-CNN2022.07 | 65 | 73.7 | — | — | |
| CoOpBackbone=ViT-B/162024.03 | 64.9 | 79.14 | — | — | |
| MaPLeBackbone=ViT-B/162024.03 | 64.06 | 79.23 | — | — | |
| UCIRSteps=5, Backbone=CLIP ViT-B/162026.03 | 64 | 76 | — | — | |
| D³Former2022.07 | 63.46 | 75.01 | 27.41 | — | |
| DyToxreproduced=true2022.07 | 61.54 | 68.76 | 30.04 | — | |
| Mnemonics2022.07 | 61.36 | 75.54 | 17.4 | — | |
| VPTBackbone=ViT-B/162024.03 | 61.09 | 80.51 | — | — | |
| D³Formerevaluation=NCM2022.07 | 60.01 | 72.31 | 27.2 | — | |
| LUCIR2022.07 | 60 | 70.84 | 31.88 | — | |
| D³Former2022.07 | 59.91 | 72.43 | 30.8 | — | |
| Mnemonics2022.07 | 59.56 | 74.33 | 17.08 | — | |
| iCaRLBackbone=ViT-B/162024.03 | 59.5 | 68.62 | — | — | |
| Mnemonics2022.07 | 59.22 | 68.31 | 20.83 | — | |
| LUCIR2022.07 | 57.1 | 68.32 | 33.48 | — | |
| SLCAPrompt=-2026.04 | 56.3 | — | — | — | |
| UCIRSteps=10, Backbone=CLIP ViT-B/162026.03 | 55.3 | 70.5 | — | — | |
| PODNet-CNN2022.07 | 54.3 | 71.78 | — | — | |
| iCaRL2022.07 | 53.6 | 65.44 | 43.4 | — | |
| APGPrompt=visual2026.04 | 53.1 | — | — | — | |
| BiCycT=102026.06 | 52.7 | — | — | 66.8 | |
| OursT (Number of tasks)=10, Backbone=ResNet-182026.06 | 52.7 | — | — | 65.1 | |
| DualPromptPrompt=visual2026.04 | 52.6 | — | — | — | |
| LDCT=102026.06 | 51.4 | — | — | 69.4 | |
| LDCT (Number of tasks)=10, Backbone=ResNet-182026.06 | 51.4 | — | — | 69.4 | |
| AdaGaussT=102026.06 | 51.1 | — | — | 65 | |
| EFCT=102026.06 | 50.9 | — | — | 61.3 | |
| EFCT (Number of tasks)=10, Backbone=ResNet-182026.06 | 50.9 | — | — | 61.3 | |
| DPCRT=102026.06 | 49.9 | — | — | 64.8 | |
| LUCIR2022.07 | 49.26 | 61.44 | 35.4 | — | |
| iCaRL2022.07 | 49.1 | 59.88 | 45.84 | — | |
| L2PPrompt=visual2026.04 | 48.3 | — | — | — | |
| UCIRSteps=20, Backbone=CLIP ViT-B/162026.03 | 47.8 | 64.7 | — | — | |
| BiCycT=202026.06 | 43.8 | — | — | 58.2 | |
| iCaRL2022.07 | 43.34 | 52.97 | 47.6 | — | |
| AdaGaussT=202026.06 | 42.6 | — | — | 57.4 | |
| OursT (Number of tasks)=20, Backbone=ResNet-182026.06 | 41.1 | — | — | 53 | |
| LwF2022.07 | 40.1 | 53.62 | 55.32 | — | |
| FeCAMT=102026.06 | 38.7 | — | — | 54.8 | |
| FeCAMT (Number of tasks)=10, Backbone=ResNet-182026.06 | 38.7 | — | — | 54.8 | |
| EFCT=202026.06 | 38.6 | — | — | 50.5 | |
| EFCT (Number of tasks)=20, Backbone=ResNet-182026.06 | 38.6 | — | — | 50.5 | |
| ADCT=102026.06 | 38.3 | — | — | 55.5 | |
| ADCT (Number of tasks)=10, Backbone=ResNet-182026.06 | 38.3 | — | — | 55.5 | |
| DPCRT=202026.06 | 37.3 | — | — | 54.7 | |
| FeTrILT=102026.06 | 36.2 | — | — | 52.6 | |
| FeTrILT (Number of tasks)=10, Backbone=ResNet-182026.06 | 36.2 | — | — | 52.6 | |
| LwF2022.07 | 36.1 | 47.64 | 57 | — | |
| SDCT=102026.06 | 35.4 | — | — | 50.1 | |
| SDCT (Number of tasks)=10, Backbone=ResNet-182026.06 | 35.4 | — | — | 50.1 | |
| LwF2022.07 | 34.12 | 44.32 | 55.12 | — | |
| LwFT=102026.06 | 33.4 | — | — | 51.5 | |
| LwFT (Number of tasks)=10, Backbone=ResNet-182026.06 | 33.4 | — | — | 51.5 | |
| FeCAMT=202026.06 | 29 | — | — | 44.6 | |
| FeCAMT (Number of tasks)=20, Backbone=ResNet-182026.06 | 29 | — | — | 44.6 | |
| LDCT=202026.06 | 28.5 | — | — | 46.5 | |
| LDCT (Number of tasks)=20, Backbone=ResNet-182026.06 | 28.5 | — | — | 46.5 | |
| FeTrILT=202026.06 | 26.6 | — | — | 42.4 | |
| FeTrILT (Number of tasks)=20, Backbone=ResNet-182026.06 | 26.6 | — | — | 42.4 | |
| PASST=102026.06 | 26.4 | — | — | 45.7 | |
| PASST (Number of tasks)=10, Backbone=ResNet-182026.06 | 26.4 | — | — | 45.7 | |
| EWCT=102026.06 | 25.1 | — | — | 40.6 | |
| ADCT=202026.06 | 25.1 | — | — | 43.4 | |
| EWCT (Number of tasks)=10, Backbone=ResNet-182026.06 | 25.1 | — | — | 40.6 | |
| ADCT (Number of tasks)=20, Backbone=ResNet-182026.06 | 25.1 | — | — | 43.4 |