Multi-domain Task-Incremental Learning on MTIL Order I (test)
79.1Average AccuracySCEE
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SCEEBackbone=ViT-B/162026.05 | 79.1 | 96.4 | 85.1 | 69.7 | 82.9 | 84.3 | 90.4 | 73.7 | 90 | 69.1 | 67.4 | 61.6 | — | — | |
| iGSPBackbone=ViT-B/16, Task Order=Order-I2026.05 | 78 | — | — | — | — | — | — | — | — | — | — | — | 69.9 | 86.7 | |
| LEBABackbone=ViT-B/162026.05 | 77.9 | 94.9 | 83.8 | 70.8 | 79.8 | 85.1 | 89.1 | 74.8 | 89.3 | 69.2 | 65.8 | 53.9 | — | — | |
| MoE-Adapter++Backbone=ViT-B/16, Task Order=Order-I2026.05 | 77.5 | — | — | — | — | — | — | — | — | — | — | — | 69 | 86.2 | |
| GIFTBackbone=ViT-B/162026.05 | 77.3 | 93.9 | 81.4 | 67.7 | 80.3 | 82.8 | 89.3 | 80.6 | 90.3 | 63.1 | 68.9 | 51.9 | — | — | |
| MoE-AdaptersBackbone=ViT-B/162026.05 | 76.7 | 91.9 | 83.1 | 69.4 | 78.9 | 84 | 89.1 | 73.7 | 89.3 | 67.7 | 66.9 | 50.2 | — | — | |
| MoE-AdapterBackbone=ViT-B/16, Task Order=Order-I2026.05 | 76.7 | — | — | — | — | — | — | — | — | — | — | — | 68.9 | 85 | |
| DIKIBackbone=ViT-B/16, Task Order=Order-I2026.05 | 76.3 | — | — | — | — | — | — | — | — | — | — | — | 68.7 | 85.1 | |
| ZSCLBackbone=ViT-B/162026.05 | 75.4 | 92 | 80.1 | 64.3 | 79.5 | 81.6 | 89.6 | 75.2 | 88.9 | 64.7 | 68 | 45.1 | — | — | |
| ZSCLBackbone=ViT-B/16, Task Order=Order-I2026.05 | 75.4 | — | — | — | — | — | — | — | — | — | — | — | 68.1 | 83.6 | |
| GIFTBackbone=ViT-B/162026.05 | 69.3 | 88.5 | 69.8 | 46 | 49.4 | 68.5 | 87.1 | 69.9 | 88.9 | 57.7 | 67.7 | — | — | — | |
| SCEEBackbone=ViT-B/162026.05 | 69.3 | 88.5 | 68.2 | 44.7 | 55 | 69.5 | 88.5 | 58.9 | 89.1 | 64.7 | 65.9 | — | — | — | |
| LEBABackbone=ViT-B/162026.05 | 69.2 | 88.5 | 68.3 | 44.8 | 49.4 | 70.2 | 88.6 | 60.9 | 89.1 | 64.8 | 64.2 | — | — | — | |
| MoE-AdaptersBackbone=ViT-B/162026.05 | 68.9 | 87.9 | 68.2 | 44.4 | 49.9 | 70.7 | 88.7 | 59.7 | 89.1 | 64.5 | 65.5 | — | — | — | |
| S-PromptsBackbone=ViT-B/16, Task Order=Order-I2026.05 | 68.3 | — | — | — | — | — | — | — | — | — | — | — | 52.2 | 83.4 | |
| ZSCLBackbone=ViT-B/162026.05 | 68.1 | 86 | 67.4 | 45.4 | 50.4 | 69.1 | 87.6 | 61.8 | 86.8 | 60.1 | 66.8 | — | — | — | |
| Dual-promptBackbone=ViT-B/16, Task Order=Order-I2026.05 | 68 | — | — | — | — | — | — | — | — | — | — | — | 52.4 | 82.3 | |
| L2PBackbone=ViT-B/16, Task Order=Order-I2026.05 | 67.9 | — | — | — | — | — | — | — | — | — | — | — | 53.2 | 82 | |
| iCaRLBackbone=ViT-B/162026.05 | 65.7 | 89.2 | 72.2 | 60.6 | 68.8 | 70 | 78.2 | 62.3 | 81.8 | 41.2 | 62.5 | 35.5 | — | — | |
| iCaRLBackbone=ViT-B/16, Task Order=Order-I2026.05 | 65.7 | — | — | — | — | — | — | — | — | — | — | — | 50.4 | 80.1 | |
| Zero-shotBackbone=ViT-B/16, Task Order=Order-I2026.05 | 65.3 | — | — | — | — | — | — | — | — | — | — | — | 69.4 | 65.3 | |
| LwF-VRBackbone=ViT-B/16, Task Order=Order-I2026.05 | 65.1 | — | — | — | — | — | — | — | — | — | — | — | 57.2 | 76.6 | |
| LwFBackbone=ViT-B/162026.05 | 64.7 | 86.9 | 72 | 59 | 73.7 | 60 | 73.6 | 74.8 | 80 | 37.3 | 58.1 | 36.3 | — | — | |
| LwFBackbone=ViT-B/16, Task Order=Order-I2026.05 | 64.7 | — | — | — | — | — | — | — | — | — | — | — | 58.9 | 74.6 | |
| WiSE-FTBackbone=ViT-B/162026.05 | 60.7 | 86.5 | 64.3 | 57.1 | 65.7 | 58.7 | 71.1 | 70.5 | 75.8 | 36.9 | 54.6 | 26.7 | — | — | |
| WiSE-FTBackbone=ViT-B/16, Task Order=Order-I2026.05 | 60.7 | — | — | — | — | — | — | — | — | — | — | — | 52.3 | 77.7 | |
| LwFBackbone=ViT-B/162026.05 | 58.9 | 74.5 | 56.9 | 39.1 | 51.1 | 52.6 | 72.8 | 60.6 | 75.1 | 30.3 | 55.9 | — | — | — | |
| Continual-FTBackbone=ViT-B/16, Task Order=Order-I2026.05 | 55.9 | — | — | — | — | — | — | — | — | — | — | — | 44.6 | 77.3 | |
| WiSE-FTBackbone=ViT-B/162026.05 | 52.3 | 73.5 | 55.6 | 35.6 | 41.5 | 47 | 68.3 | 53.9 | 69.3 | 26.8 | 51.9 | — | — | — | |
| iCaRLBackbone=ViT-B/162026.05 | 50.4 | 56.6 | 44.6 | 32.7 | 39.3 | 46.6 | 68 | 46 | 77.4 | 31.9 | 60.5 | — | — | — |