Multi-Domain Task-Incremental Learning (Transfer) on MTIL 8-Domain Sequence (16-shot, test)
96.2Caltech101 AccuracyFull Fine-tune
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Full Fine-tuneMode=Full Fine-tune, Shots=162026.05 | 96.2 | 62 | 89.6 | 79.5 | 97.5 | 92.7 | 89.6 | 81.8 | 86.1 | |
| XYZShots=162026.05 | 96.1 | — | 76.3 | 52.4 | 78 | 91.1 | 74 | 72.7 | 77.1 | |
| IAPShots=162026.05 | 95.8 | 42.5 | 78.6 | 68.1 | 95.3 | 87.5 | 79.2 | 74.8 | 77.7 | |
| XYZShots=162026.05 | 95.8 | 46.7 | 81.2 | 71.4 | 96.8 | 93.4 | 82 | 77.9 | 80.7 | |
| DIKIShots=162026.05 | 95.6 | 41.3 | 79 | 67.3 | 94.4 | 86.8 | 77.6 | 74.4 | 77.1 | |
| IAPShots=162026.05 | 93.2 | — | 68.9 | 44.5 | 71.4 | 85.5 | 66.1 | 65.4 | 70.9 | |
| CLIP Zero-shotMode=Zero-shot, Shots=162026.05 | 92.9 | 24.8 | 68.4 | 43.8 | 71.4 | 85.8 | 65.8 | 62.6 | 64.4 | |
| DIKIShots=162026.05 | 92.7 | — | 68.8 | 44.1 | 70 | 86.2 | 65.1 | 65.5 | 70.3 | |
| DualPromptShots=162026.05 | 91 | 36.5 | 75.1 | 65.1 | 92.9 | 86.2 | 76.2 | 74.2 | 74.7 | |
| ZSCLShots=162026.05 | 90.9 | 27.7 | 74.4 | 64.7 | 90.2 | 89.2 | 80.6 | 74.6 | 74 | |
| S-PromptsShots=162026.05 | 89.2 | 30.6 | 75.8 | 63.8 | 93.9 | 86.2 | 76.7 | 73.9 | 73.8 | |
| ZSCLShots=162026.05 | 87.3 | — | 67.7 | 45.4 | 67.8 | 86.6 | 59.7 | 63.4 | 68.3 | |
| L2PShots=162026.05 | 87.1 | 30.2 | 75.4 | 64.7 | 91.9 | 86.4 | 76.1 | 74.7 | 73.3 | |
| DualPromptShots=162026.05 | 78.8 | — | 64.4 | 32 | 51.7 | 77.5 | 49.4 | 51.3 | 57.9 | |
| S-PromptsShots=162026.05 | 70.3 | — | 52.7 | 31.5 | 54.8 | 74 | 55.4 | 50 | 55.5 | |
| L2PShots=162026.05 | 66.7 | — | 54.3 | 30.6 | 47.3 | 71.5 | 54.6 | 52.4 | 53.9 |