Multi-domain Task-Incremental Learning on MTIL Suite (5-shot, test)
95.8Caltech101 AccuracyCoDyRA
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CoDyRABackbone=CLIP ViT-B/16, Strategy=Capacity-controlled, Protocol=Average2024.12 | 95.8 | 34.6 | 73.9 | 60 | 77.1 | 81.3 | 86.6 | 75.9 | 89.9 | 66.1 | 65.3 | 73.3 | |
| CoDyRABackbone=CLIP ViT-B/16, Strategy=Capacity-controlled, Protocol=Last2024.12 | 95.5 | 31.6 | 72.8 | 63.5 | 85 | 89.7 | 85 | 94.7 | 93.2 | 73.6 | 73 | 78 | |
| RAIL-PrimalBackbone=CLIP ViT-B/16, Domain detection=true, Protocol=Last2024.12 | 95.1 | 32.9 | 70.3 | 63.2 | 81.5 | 95.6 | 88.5 | 89.7 | 89 | 72.5 | 71 | 77.2 | |
| RAIL-PrimalBackbone=CLIP ViT-B/16, Domain detection=true, Protocol=Average2024.12 | 94.5 | 32.9 | 69.9 | 58.1 | 71.8 | 84.4 | 88.5 | 70.4 | 89 | 66.1 | 65.7 | 71.9 | |
| CoDyRABackbone=CLIP ViT-B/16, Strategy=Capacity-controlled, Protocol=Transfer2024.12 | 92.4 | — | 68.4 | 45.8 | 54.5 | 69.6 | 87.4 | 65.2 | 88.5 | 64.2 | 64.5 | 70.1 | |
| LwF-VRBackbone=CLIP ViT-B/16, Strategy=Reference-constrained, Protocol=Last2024.12 | 89.8 | 22.9 | 59.3 | 57.1 | 57.6 | 79.2 | 78.3 | 77.7 | 83.6 | 60.1 | 69.8 | 66.9 | |
| MoE-AdapterBackbone=CLIP ViT-B/16, Domain detection=true, Protocol=Average2024.12 | 89.6 | 30 | 73.9 | 58.7 | 69.3 | 79.3 | 88.1 | 76.5 | 89.1 | 65.3 | 65.8 | 71.4 | |
| MoE-AdapterBackbone=CLIP ViT-B/16, Domain detection=true, Protocol=Last2024.12 | 89.3 | 30.1 | 74.9 | 64 | 82.3 | 89.4 | 87.1 | 89 | 89.1 | 69.5 | 72.5 | 76.1 | |
| LwF-VRBackbone=CLIP ViT-B/16, Strategy=Reference-constrained, Protocol=Average2024.12 | 89.1 | 24.9 | 64.2 | 53.4 | 54.3 | 70.8 | 79.2 | 66.5 | 79.2 | 44.1 | 61.6 | 62.5 | |
| WiSE-FTBackbone=CLIP ViT-B/16, Strategy=Reference-constrained, Protocol=Last2024.12 | 88.9 | 30.8 | 59.6 | 60.3 | 80.9 | 81.7 | 77.1 | 94.9 | 83.2 | 62.8 | 70 | 71.9 | |
| ZSCLBackbone=CLIP ViT-B/16, Strategy=Reference-constrained, Protocol=Average2024.12 | 88.6 | 28.2 | 66.5 | 53.5 | 56.3 | 73.4 | 83.1 | 56.4 | 82.4 | 57.5 | 62.9 | 64.4 | |
| ZSCLBackbone=CLIP ViT-B/16, Strategy=Reference-constrained, Protocol=Last2024.12 | 88.5 | 26.8 | 63.7 | 55.7 | 60.2 | 82.1 | 82.6 | 58.6 | 85.9 | 66.7 | 70.4 | 67.4 | |
| Zero-shotBackbone=CLIP ViT-B/16, Protocol=Transfer2024.12 | 88.4 | — | 68.2 | 44.6 | 54.9 | 71 | 88.5 | 59.6 | 89 | 64.7 | 65.2 | 69.4 | |
| RAIL-PrimalBackbone=CLIP ViT-B/16, Domain detection=true, Protocol=Transfer2024.12 | 88.4 | — | 68.2 | 44.6 | 54.9 | 71 | 88.5 | 59.6 | 89 | 64.7 | 65.2 | 69.4 | |
| MoE-AdapterBackbone=CLIP ViT-B/16, Domain detection=true, Protocol=Transfer2024.12 | 87.9 | — | 68.2 | 44.1 | 48.1 | 64.7 | 88.8 | 69 | 89.1 | 64.5 | 65.1 | 68.9 | |
| WiSE-FTBackbone=CLIP ViT-B/16, Strategy=Reference-constrained, Protocol=Average2024.12 | 87.7 | 32 | 61 | 55.8 | 68.1 | 69.3 | 76.8 | 71.5 | 77.6 | 42 | 59.3 | 63.7 | |
| ZSCLBackbone=CLIP ViT-B/16, Strategy=Reference-constrained, Protocol=Transfer2024.12 | 84 | — | 68.1 | 44.8 | 46.8 | 63.6 | 84.9 | 61.4 | 81.4 | 55.5 | 62.2 | 65.3 | |
| LwF-VRBackbone=CLIP ViT-B/16, Strategy=Reference-constrained, Protocol=Transfer2024.12 | 82.2 | — | 62.5 | 40.1 | 40.1 | 56.3 | 80 | 60.9 | 77.6 | 40.5 | 60.8 | 60.1 | |
| WiSE-FTBackbone=CLIP ViT-B/16, Strategy=Reference-constrained, Protocol=Transfer2024.12 | 77.6 | — | 60 | 41.3 | 39.4 | 53 | 76.6 | 58.1 | 75.5 | 37.3 | 58.2 | 57.7 | |
| LwFBackbone=CLIP ViT-B/16, Strategy=Reference-constrained, Protocol=Average2024.12 | 77.4 | 23.5 | 43.5 | 41.7 | 43.5 | 52.2 | 54.6 | 63.4 | 68 | 21.3 | 52.6 | 49.2 | |
| LwFBackbone=CLIP ViT-B/16, Strategy=Reference-constrained, Protocol=Transfer2024.12 | 72.1 | — | 49.2 | 35.9 | 44.5 | 41.1 | 66.6 | 50.5 | 69 | 19 | 51.7 | 50 | |
| LwFBackbone=CLIP ViT-B/16, Strategy=Reference-constrained, Protocol=Last2024.12 | 58.2 | 22.1 | 17.9 | 32.1 | 28.1 | 66.7 | 46 | 84.3 | 64.1 | 31.5 | 60.1 | 46.5 |