Multi-Task Incremental Learning on MTIL (11 Domains)
59.6Aircraft ScoreConDU (FT)
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ConDU (FT)Adaptation=Fine-Tuning, Protocol=Average2025.03 | 59.6 | 93.4 | 83.7 | 68.1 | 83.4 | 83.7 | 90.1 | 76.7 | 90.6 | 68.6 | 68.6 | 78.8 | |
| Dual-RAILProtocol=Average2025.03 | 52.5 | 96 | 80.6 | 70.4 | 81.3 | 86.3 | 89.1 | 73.9 | 90.2 | 68.5 | 66.5 | 77.8 | |
| MulKIProtocol=Average2025.03 | 52.5 | 93.6 | 79.4 | 67 | 79.8 | 83.9 | 89.6 | 77.1 | 91.2 | 67.1 | 69.1 | 77.3 | |
| Primal-RAILProtocol=Average2025.03 | 51.9 | 95.8 | 80.1 | 70.3 | 81.1 | 86.1 | 89 | 73.9 | 90.2 | 68.4 | 66.4 | 77.6 | |
| ConDU (LoRA)Adaptation=LoRA, Protocol=Average2025.03 | 51.9 | 94.9 | 84.4 | 69.8 | 81.1 | 84.4 | 90 | 77.3 | 89.5 | 69 | 69.3 | 78.3 | |
| MAProtocol=Average2025.03 | 50.2 | 91.9 | 83.1 | 69.4 | 78.9 | 84 | 89.1 | 73.7 | 89.3 | 67.7 | 66.9 | 76.7 | |
| DPeCLIPProtocol=Average2025.03 | 49.9 | 94.9 | 82.4 | 69.4 | 82.2 | 84.3 | 90 | 74 | 90.4 | 68.3 | 66.3 | 77.5 | |
| CoLeCLIPProtocol=Average2025.03 | 48.7 | 94.3 | 76.6 | 69.2 | 79 | 83.8 | 89.7 | 73.3 | 90.5 | 68 | 66.5 | 76.3 | |
| ZSCLProtocol=Average2025.03 | 45.1 | 92 | 80.1 | 64.3 | 79.5 | 81.6 | 89.6 | 75.2 | 88.9 | 64.7 | 68 | 75.4 | |
| MoEProtocol=Average2025.03 | 37.4 | 93.9 | 80.5 | 68.3 | 81.9 | 84.1 | 90 | 74 | 90.6 | 67.7 | 66.4 | 75.9 | |
| LwFProtocol=Average2025.03 | 36.3 | 86.9 | 72 | 59 | 73.7 | 60 | 73.6 | 74.8 | 80 | 37.3 | 58.1 | 64.7 | |
| iCaRLProtocol=Average2025.03 | 35.5 | 89.2 | 72.2 | 60.6 | 68.8 | 70 | 78.2 | 62.3 | 81.8 | 41.2 | 62.5 | 65.7 | |
| LwF-VRProtocol=Average2025.03 | 29.6 | 87.7 | 74.4 | 59.5 | 72.4 | 63.6 | 77 | 66.7 | 81.2 | 43.7 | 60.7 | 65.1 | |
| WiSE-FTProtocol=Average2025.03 | 26.7 | 86.5 | 64.3 | 57.1 | 65.7 | 58.7 | 71.1 | 70.5 | 75.8 | 36.9 | 54.6 | 60.7 | |
| Continual FTProtocol=Average2025.03 | 25.5 | 81.5 | 59.1 | 53.2 | 64.7 | 51.8 | 63.2 | 64.3 | 69.7 | 31.8 | 49.7 | 55.9 |