Domain-incremental learning on CORe50 (test)
96.7Test AccuracyRanPAC (Ours (Algorithm 1))
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RanPAC (Ours (Algorithm 1))Backbone=ViT B/16, Rehearsal buffer=None2023.07 | 96.7 | 3,700 | 2,500 | |
| RanPAC (No RPs)Random Projections=False2023.07 | 94.8 | — | — | |
| RanPAC (No Phase 1)Phase 1 Training=False2023.07 | 94.3 | — | — | |
| Upper-bound (S-liPrompts)Buffer size=None2022.07 | 93.19 | — | — | |
| RanPAC (No RPs or Phase 1)Random Projections=False, Phase 1 Training=False2023.07 | 92.4 | — | — | |
| ADaMBackbone=ViT B/16, Rehearsal buffer=None2023.07 | 92 | — | — | |
| RanPAC (NCM with Phase 1)Classifier=Nearest Class Mean (NCM), Phase 1 Training=True2023.07 | 91.4 | — | — | |
| S-liPromptsBackbone=CLIP, Rehearsal buffer=None2023.07 | 89.1 | — | — | |
| S-liPromptsBuffer size=0/class2022.07 | 89.06 | — | — | |
| Upper-bound (S-iPrompts)Buffer size=None2022.07 | 84.01 | — | — | |
| S-iPromptsBuffer size=0/class2022.07 | 83.13 | — | — | |
| S-iPromptsBackbone=ViT B/16, Rehearsal buffer=None2023.07 | 83.1 | — | — | |
| Upper-bound2021.12 | 82.15 | — | — | |
| L2P-RBuffer size=50/class2021.12 | 81.07 | — | — | |
| L2PBuffer size=50/class2022.07 | 81.07 | — | — | |
| RanPAC (NCM only)Classifier=Nearest Class Mean (NCM), Phase 1 Training=False2023.07 | 80.4 | — | — | |
| ERBuffer size=50/class2021.12 | 80.1 | — | — | |
| ERBuffer size=50/class2022.07 | 80.1 | — | — | |
| Co2LBuffer size=50/class2021.12 | 79.75 | — | — | |
| Co2LBuffer size=50/class2022.07 | 79.75 | — | — | |
| DER++Buffer size=50/class2021.12 | 79.7 | — | — | |
| DER++Buffer size=50/class2022.07 | 79.7 | — | — | |
| BiCBuffer size=50/class2021.12 | 79.28 | — | — | |
| BiCBuffer size=50/class2022.07 | 79.28 | — | — | |
| DyToxBuffer size=50/class2022.07 | 79.21 | — | — | |
| L2PBuffer size=02021.12 | 78.33 | — | — | |
| L2PBuffer size=0/class2022.07 | 78.33 | — | — | |
| L2PBackbone=ViT B/16, Rehearsal buffer=None2023.07 | 78.3 | — | — | |
| LwFBuffer size=02021.12 | 75.45 | — | — | |
| LwFBuffer size=0/class2022.07 | 75.45 | — | — | |
| GDumbBuffer size=50/class2021.12 | 74.92 | — | — | |
| GDumbBuffer size=50/class2022.07 | 74.92 | — | — | |
| EWCBuffer size=02021.12 | 74.82 | — | — | |
| EWCBuffer size=0/class2022.07 | 74.82 | — | — |