Domain Incremental Learning on CDDB Hard (test)
91.91Average AccuracyUpper-bound (S-liPrompts)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Upper-bound (S-liPrompts)training_mode=supervised finetuning on i.i.d. data2022.07 | 91.91 | — | — | — | |
| S-liPromptsBackbone=CLIP2023.07 | 88.7 | — | — | — | |
| S-liPromptsBuffer size=0/class2022.07 | 88.65 | -0.69 | — | — | |
| DyToxBuffer size=50/class2022.07 | 86.21 | -1.55 | — | — | |
| RanPAC (Ours (Algorithm 1))Backbone=ViT B/16, M=5K2023.07 | 86.2 | — | 13 | 5 | |
| Upper-bound (S-iPrompts)training_mode=supervised finetuning on i.i.d. data2022.07 | 85.5 | — | — | — | |
| RanPAC (No RPs)2023.07 | 84.2 | — | — | — | |
| LUCIRBuffer size=100/class2022.07 | 82.53 | -5.34 | — | — | |
| RanPAC (No Phase 1)M=5K2023.07 | 81.6 | — | — | — | |
| LUCIRBuffer size=50/class2022.07 | 80.77 | -7.85 | — | — | |
| RanPAC (No RPs or Phase 1)2023.07 | 80.7 | — | — | — | |
| iCaRLBuffer size=100/class2022.07 | 79.76 | -8.73 | — | — | |
| LRCILBuffer size=100/class2022.07 | 76.39 | -4.39 | — | — | |
| S-iPromptsBuffer size=0/class2022.07 | 74.51 | -1.3 | — | — | |
| S-iPromptsBackbone=ViT B/162023.07 | 74.5 | — | — | — | |
| LRCILBuffer size=50/class2022.07 | 74.01 | -8.62 | — | — | |
| iCaRLBuffer size=50/class2022.07 | 73.98 | -14.5 | — | — | |
| RanPAC (NCM with Phase 1)2023.07 | 73.2 | — | — | — | |
| ADaMBackbone=ViT B/162023.07 | 70.7 | — | — | — | |
| RanPAC (NCM only)2023.07 | 69.8 | — | — | — | |
| L2PBackbone=ViT B/162023.07 | 61.3 | — | — | — | |
| L2PBuffer size=0/class2022.07 | 61.28 | -9.23 | — | — | |
| LwFBuffer size=0/class2022.07 | 60.94 | -13.53 | — | — | |
| DyToxBuffer size=0/class2022.07 | 51.27 | -45.85 | — | — | |
| EWCBuffer size=0/class2022.07 | 50.59 | -42.62 | — | — |