Continual Learning on Stream S (10-way, 16-shot, Black-box)
88.6Transfer Accuracy (Pets)Zero-shot
Evaluation results
| Method | Links | |||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Zero-shotParams=-, Mode=Zero-shot2026.06 | 88.6 | 72.4 | 65.5 | 70.7 | 85.3 | 24.8 | 59.1 | 33.7 | 45.2 | 64.9 | 61 | 72.4 | 88.6 | 65.5 | 70.7 | 85.3 | 24.8 | 59.1 | 33.7 | 45.2 | 64.9 | 61 | 72.4 | 88.6 | 65.5 | 70.7 | 85.3 | 24.8 | 59.1 | 33.7 | 45.2 | 64.9 | 61 | |
| RAILParams=18.0 M, Mode=16-shot black-box2026.06 | 88.6 | — | 65.5 | 70.7 | 85.3 | 24.8 | 59.1 | 33.7 | 45.2 | 64.9 | 59.7 | 82.7 | 91.9 | 78.1 | 86.7 | 85.2 | 33.9 | 64.7 | 43.7 | 47.5 | 62.6 | 67.7 | 94.1 | 92.6 | 81 | 96.1 | 86.8 | 43.9 | 75 | 68.3 | 85.9 | 81.9 | 80.6 | |
| BETAParams=0.05 M, Mode=16-shot black-box2026.06 | 88.6 | — | 62.8 | 69.7 | 76.2 | 23.9 | 61.9 | 38 | 49.5 | 67.2 | 59.8 | 89.9 | 92.1 | 79.7 | 88.9 | 82.5 | 35.4 | 66.3 | 46.8 | 57.3 | 68.8 | 70.8 | 93.4 | 92.8 | 83.9 | 97.1 | 86.8 | 46.9 | 74.7 | 67.8 | 88.4 | 83.1 | 81.5 | |
| CBBTParams=0.8 M, Mode=16-shot black-box2026.06 | 86.8 | — | 63.5 | 67.8 | 81.2 | 20.9 | 56.4 | 30.8 | 41.5 | 61.5 | 56.7 | 84.1 | 88.4 | 71.8 | 80.5 | 81.5 | 29.8 | 61.5 | 38.5 | 44.2 | 60.5 | 64.1 | 81.4 | 80.1 | 67.5 | 82.4 | 78.8 | 26.4 | 57.5 | 34.1 | 49.2 | 68.4 | 62.6 | |
| LFAParams=0.3 M, Mode=16-shot black-box2026.06 | 86.4 | — | 62.8 | 66.5 | 80.4 | 19.8 | 54.9 | 29.5 | 40.2 | 60.8 | 55.7 | 83.2 | 87.5 | 70.4 | 79.2 | 80.2 | 28.5 | 59.8 | 37.2 | 43.1 | 59.4 | 62.9 | 80.8 | 79.4 | 66.5 | 81.8 | 77.5 | 25.7 | 56.4 | 33.1 | 48.4 | 67.5 | 61.7 | |
| BlackVIPParams=0.01 M, Mode=16-shot black-box2026.06 | 84.5 | — | 61.5 | 65.2 | 78.5 | 18.7 | 53.4 | 28.6 | 39.4 | 59.2 | 54.3 | 81.1 | 85.8 | 68.5 | 77.4 | 78.8 | 26.7 | 57.9 | 35.5 | 41.2 | 57.2 | 61 | 78.5 | 77.8 | 64.5 | 79.8 | 75.4 | 23.8 | 54.4 | 31.2 | 46.5 | 65.4 | 59.7 | |
| LCSParams=0.002 M, Mode=16-shot black-box2026.06 | 84.1 | — | 60.5 | 64.2 | 77.8 | 17.5 | 52.8 | 27.2 | 38.6 | 58.4 | 53.5 | 80.2 | 84.9 | 67.5 | 76.5 | 77.5 | 25.4 | 56.5 | 34.1 | 40.2 | 56.1 | 59.9 | 77.5 | 76.5 | 63.2 | 78.5 | 74.2 | 22.5 | 53.2 | 30.1 | 45.2 | 64.1 | 58.7 |