Multi-domain Task-Incremental Learning on MTIL Order I 5-shot (test)
95.8Accuracy (Caltech101)CoDyRA
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CoDyRAProtocol=Average, Training Setting=5-shot MTIL2025.06 | 95.8 | 34.6 | 73.9 | 60 | 77.1 | 81.3 | 86.6 | 75.9 | 89.9 | 66.1 | 65.3 | 73.3 | |
| CoDyRAProtocol=Last, Training Setting=5-shot MTIL2025.06 | 95.5 | 31.6 | 72.8 | 63.5 | 85 | 89.7 | 85 | 94.7 | 93.2 | 73.6 | 73 | 78 | |
| MoRAMProtocol=Average, Training Setting=5-shot MTIL2025.06 | 95.4 | 36.7 | 74.9 | 61.9 | 77.1 | 82.6 | 85.3 | 76 | 90.5 | 67 | 65.6 | 73.9 | |
| MoRAMProtocol=Last, Training Setting=5-shot MTIL2025.06 | 95.3 | 32.5 | 75.3 | 66.6 | 87.8 | 92.6 | 86.3 | 96.3 | 92.6 | 73.5 | 73.8 | 79.3 | |
| RAIL-PrimalProtocol=Last, Training Setting=5-shot MTIL2025.06 | 95.1 | 32.9 | 70.3 | 63.2 | 81.5 | 95.6 | 88.5 | 89.7 | 89 | 72.5 | 71 | 77.2 | |
| RAIL-PrimalProtocol=Average, Training Setting=5-shot MTIL2025.06 | 94.5 | 32.9 | 69.9 | 58.1 | 71.8 | 84.4 | 88.5 | 70.4 | 89 | 66.1 | 65.7 | 71.9 | |
| 5-shot Full Fine-tuneMode=Fine-tune, Shot=5-shot2026.05 | 93.5 | 30.6 | 76.8 | 65.1 | 91.7 | 92.9 | 83.3 | 96.6 | 84.9 | 65.4 | 71.3 | 77.5 | |
| OursProtocol=Last, Shot=5-shot2026.05 | 92.9 | 35.3 | 76.1 | 64.7 | 86 | 89.3 | 88.2 | 90.8 | 91.6 | 68.7 | 72.4 | 77.8 | |
| OursProtocol=Avg., Shot=5-shot2026.05 | 92.5 | 35.3 | 74.7 | 59.3 | 74.6 | 81 | 88.4 | 70.4 | 89.8 | 65.4 | 66.5 | 72.5 | |
| CoDyRAProtocol=Transfer, Training Setting=5-shot MTIL2025.06 | 92.4 | — | 68.4 | 45.8 | 54.5 | 69.6 | 87.4 | 65.2 | 88.5 | 64.2 | 64.5 | 69.9 | |
| MoRAMProtocol=Transfer, Training Setting=5-shot MTIL2025.06 | 92 | — | 68.8 | 45.6 | 53.1 | 68.6 | 84.4 | 64.3 | 89.8 | 65.4 | 64.8 | 69.7 | |
| LwF-VRProtocol=Last, Shot=5-shot2026.05 | 89.8 | 22.9 | 59.3 | 57.1 | 57.6 | 79.2 | 78.3 | 77.7 | 83.6 | 60.1 | 69.8 | 66.9 | |
| LwF-VRProtocol=Last, Training Setting=5-shot MTIL2025.06 | 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-AdaptersProtocol=Avg., Shot=5-shot2026.05 | 89.6 | 30 | 73.9 | 58.7 | 69.3 | 79.3 | 88.1 | 76.5 | 89.1 | 65.3 | 65.8 | 71.4 | |
| MoE-AdapterProtocol=Average, Training Setting=5-shot MTIL2025.06 | 89.6 | 30 | 73.9 | 58.7 | 69.3 | 79.3 | 88.1 | 76.5 | 89.1 | 65.3 | 65.8 | 71.4 | |
| MoE-AdaptersProtocol=Last, Shot=5-shot2026.05 | 89.3 | 30.1 | 74.9 | 64 | 82.3 | 89.4 | 87.1 | 89 | 89.1 | 69.5 | 72.5 | 76.1 | |
| MoE-AdapterProtocol=Last, Training Setting=5-shot MTIL2025.06 | 89.3 | 30.1 | 74.9 | 64 | 82.3 | 89.4 | 87.1 | 89 | 89.1 | 69.5 | 72.5 | 76.1 | |
| LwF-VRProtocol=Avg., Shot=5-shot2026.05 | 89.1 | 24.9 | 64.2 | 53.4 | 54.3 | 70.8 | 79.2 | 66.5 | 79.2 | 44.1 | 61.6 | 62.5 | |
| LwF-VRProtocol=Average, Training Setting=5-shot MTIL2025.06 | 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-FTProtocol=Last, Shot=5-shot2026.05 | 88.9 | 30.8 | 59.6 | 60.3 | 80.9 | 81.7 | 77.1 | 94.9 | 83.2 | 62.8 | 70 | 71.9 | |
| WiSE-FTProtocol=Last, Training Setting=5-shot MTIL2025.06 | 88.9 | 30.8 | 59.6 | 60.3 | 80.9 | 81.7 | 77.1 | 94.9 | 83.2 | 62.8 | 70 | 71.9 | |
| ZSCLProtocol=Avg., Shot=5-shot2026.05 | 88.6 | 28.2 | 66.5 | 53.5 | 56.3 | 73.4 | 83.1 | 56.4 | 82.4 | 57.5 | 62.9 | 64.4 | |
| ZSCLProtocol=Average, Training Setting=5-shot MTIL2025.06 | 88.6 | 28.2 | 66.5 | 53.5 | 56.3 | 73.4 | 83.1 | 56.4 | 82.4 | 57.5 | 62.9 | 64.4 | |
| OursProtocol=Transfer, Shot=5-shot2026.05 | 88.5 | — | 68.2 | 44.7 | 55 | 71 | 88.5 | 58.9 | 89.1 | 64.7 | 65.9 | 69.5 | |
| ZSCLProtocol=Last, Shot=5-shot2026.05 | 88.5 | 26.8 | 63.7 | 55.7 | 60.2 | 82.1 | 82.6 | 58.6 | 85.9 | 66.7 | 70.4 | 67.4 | |
| ZSCLProtocol=Last, Training Setting=5-shot MTIL2025.06 | 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-shotMode=Zero-shot2026.05 | 88.4 | 24.3 | 68.2 | 44.6 | 54.9 | 71 | 88.5 | 59.4 | 89 | 64.7 | 65.2 | 65.3 | |
| Zero-shotProtocol=CLIP, Training Setting=5-shot MTIL2025.06 | 88.4 | 24.3 | 68.2 | 44.6 | 54.9 | 71 | 88.5 | 59.4 | 89 | 64.7 | 65.2 | 65.3 | |
| Zero-shotProtocol=Transfer, Training Setting=5-shot MTIL2025.06 | 88.4 | — | 68.2 | 44.6 | 54.9 | 71 | 88.5 | 59.6 | 89 | 64.7 | 65.2 | 69.4 | |
| RAIL-PrimalProtocol=Transfer, Training Setting=5-shot MTIL2025.06 | 88.4 | — | 68.2 | 44.6 | 54.9 | 71 | 88.5 | 59.6 | 89 | 64.7 | 65.2 | 69.4 | |
| MoE-AdaptersProtocol=Transfer, Shot=5-shot2026.05 | 87.9 | — | 68.2 | 44.1 | 48.1 | 64.7 | 88.8 | 69 | 89.1 | 64.5 | 65.1 | 68.9 | |
| MoE-AdapterProtocol=Transfer, Training Setting=5-shot MTIL2025.06 | 87.9 | — | 68.2 | 44.1 | 48.1 | 64.7 | 88.8 | 69 | 89.1 | 64.5 | 65.1 | 68.9 | |
| WiSE-FTProtocol=Avg., Shot=5-shot2026.05 | 87.7 | 32 | 61 | 55.8 | 68.1 | 69.3 | 76.8 | 71.5 | 77.6 | 42 | 59.3 | 63.7 | |
| WiSE-FTProtocol=Average, Training Setting=5-shot MTIL2025.06 | 87.7 | 32 | 61 | 55.8 | 68.1 | 69.3 | 76.8 | 71.5 | 77.6 | 42 | 59.3 | 63.7 | |
| ZSCLProtocol=Transfer, Shot=5-shot2026.05 | 84 | — | 68.1 | 44.8 | 46.8 | 63.6 | 84.9 | 61.4 | 81.4 | 55.5 | 62.2 | 65.3 | |
| ZSCLProtocol=Transfer, Training Setting=5-shot MTIL2025.06 | 84 | — | 68.1 | 44.8 | 46.8 | 63.6 | 84.9 | 61.4 | 81.4 | 55.5 | 62.2 | 65.3 | |
| LwF-VRProtocol=Transfer, Shot=5-shot2026.05 | 82.2 | — | 62.5 | 40.1 | 40.1 | 56.3 | 80 | 60.9 | 77.6 | 40.5 | 60.8 | 60.1 | |
| LwF-VRProtocol=Transfer, Training Setting=5-shot MTIL2025.06 | 82.2 | — | 62.5 | 40.1 | 40.1 | 56.3 | 80 | 60.9 | 77.6 | 40.5 | 60.8 | 60.1 | |
| WiSE-FTProtocol=Transfer, Shot=5-shot2026.05 | 77.6 | — | 60 | 41.3 | 39.4 | 53 | 76.6 | 58.1 | 75.5 | 37.3 | 58.2 | 57.7 | |
| WiSE-FTProtocol=Transfer, Training Setting=5-shot MTIL2025.06 | 77.6 | — | 60 | 41.3 | 39.4 | 53 | 76.6 | 58.1 | 75.5 | 37.3 | 58.2 | 57.7 | |
| LwFProtocol=Avg., Shot=5-shot2026.05 | 77.4 | 23.5 | 43.5 | 41.7 | 43.5 | 52.2 | 54.6 | 63.4 | 68 | 21.3 | 52.6 | 49.2 | |
| LwFProtocol=Average, Training Setting=5-shot MTIL2025.06 | 77.4 | 23.5 | 43.5 | 41.7 | 43.5 | 52.2 | 54.6 | 63.4 | 68 | 21.3 | 52.6 | 49.2 | |
| LwFProtocol=Transfer, Shot=5-shot2026.05 | 72.1 | — | 49.2 | 35.9 | 44.5 | 41.1 | 66.6 | 50.5 | 69 | 19 | 51.7 | 50 | |
| LwFProtocol=Transfer, Training Setting=5-shot MTIL2025.06 | 72.1 | — | 49.2 | 35.9 | 44.5 | 41.1 | 66.6 | 50.5 | 69 | 19 | 51.7 | 50 | |
| LwFProtocol=Last, Shot=5-shot2026.05 | 58.2 | 22.1 | 17.9 | 32.1 | 28.1 | 66.7 | 46 | 84.3 | 64.1 | 31.5 | 60.1 | 46.5 | |
| LwFProtocol=Last, Training Setting=5-shot MTIL2025.06 | 58.2 | 22.1 | 17.9 | 32.1 | 28.1 | 66.7 | 46 | 84.3 | 64.1 | 31.5 | 60.1 | 46.5 |