Domain Incremental Learning on DomainNet (test)
67.78Average AccuracyS-liPrompts
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| S-liPromptsBuffer size=0/class2022.07 | 67.78 | — | — | |
| InfLoRA2024.03 | 67.46 | 68.44 | — | |
| Upper-bound (S-liPrompts)Type=supervised finetuning2022.07 | 64.08 | — | — | |
| Upper-bound (S-iPrompts)Type=supervised finetuning2022.07 | 63.22 | — | — | |
| DyToxBuffer size=50/class2022.07 | 62.94 | — | — | |
| CODA-P2024.03 | 57.56 | 56.89 | — | |
| C-LORA2024.03 | 52.95 | 44.96 | — | |
| Supervised Contrastive-CaSSLeBuffer size=0/class2022.07 | 50.9 | — | — | |
| S-iPromptsBuffer size=0/class2022.07 | 50.62 | — | — | |
| L2P2024.03 | 49.84 | 34.15 | — | |
| BYOL-CaSSLeBuffer size=0/class2022.07 | 49.7 | — | — | |
| LwFBuffer size=0/class2022.07 | 49.19 | — | — | |
| Barlow Twins-CaSSLeBuffer size=0/class2022.07 | 48.9 | — | — | |
| DualPrompt2024.03 | 48.44 | 35.24 | — | |
| EWCBuffer size=0/class2022.07 | 47.62 | — | — | |
| SimCLR-CaSSLeBuffer size=0/class2022.07 | 44.2 | — | — | |
| VBM-DER++Backbone=ResNet-18, Protocol=DIL2025.03 | 42.16 | — | 41.81 | |
| L2PBuffer size=0/class2022.07 | 40.15 | — | — | |
| DERBackbone=ResNet-18, Protocol=DIL2025.03 | 39.84 | — | 40.46 | |
| VBM-ERBackbone=ResNet-18, Protocol=DIL2025.03 | 35.8 | — | 34.72 | |
| FDRBackbone=ResNet-18, Protocol=DIL2025.03 | 34.62 | — | 34.46 | |
| DER++Backbone=ResNet-18, Protocol=DIL2025.03 | 34.56 | — | 34.75 | |
| ERBackbone=ResNet-18, Protocol=DIL2025.03 | 32.38 | — | 32.02 | |
| AGEMBackbone=ResNet-18, Protocol=DIL2025.03 | 24.88 | — | 28.94 | |
| AGEM-RBackbone=ResNet-18, Protocol=DIL2025.03 | 24.72 | — | 28.01 | |
| JointBackbone=ResNet-18, Protocol=DIL2025.03 | — | — | 46.48 |