Base-to-New Classification on 11 downstream datasets Highly Imbalanced, τ=0.06
71.58IN. ScoreCPT
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CPTBackbone=ViT-B/16, Training protocol=trained from base classes, Max samples per class (max{nk})=16, Evaluation Metric=Harmonic Mean (H)2026.05 | 71.58 | 96.58 | 95.5 | 71.27 | 75.2 | 91.1 | 27.99 | 76.65 | 57.54 | 58.03 | 75.69 | 72.47 | |
| NPTBackbone=ViT-B/16, Training protocol=trained from base classes, Max samples per class (max{nk})=16, Evaluation Metric=Harmonic Mean (H)2026.05 | 70.89 | 95.64 | 94.56 | 70.58 | 74.46 | 90.2 | 27.72 | 75.89 | 56.98 | 57.47 | 74.95 | 71.76 | |
| DPCBackbone=ViT-B/16, Training protocol=trained from base classes, Max samples per class (max{nk})=16, Evaluation Metric=Harmonic Mean (H)2026.05 | 70.62 | 95.75 | 94.77 | 70.37 | 74.87 | 90.25 | 27.75 | 75.39 | 56.91 | 57.38 | 75.19 | 71.75 | |
| DeKgBackbone=ViT-B/16, Training protocol=trained from base classes, Max samples per class (max{nk})=16, Evaluation Metric=Harmonic Mean (H)2026.05 | 70.37 | 95.2 | 94.52 | 70.19 | 73.78 | 90.49 | 27.73 | 75.24 | 56.66 | 57.92 | 74.42 | 71.5 | |
| CoPromptBackbone=ViT-B/16, Training protocol=trained from base classes, Max samples per class (max{nk})=16, Evaluation Metric=Harmonic Mean (H)2026.05 | 70.2 | 94.69 | 93.64 | 69.88 | 73.71 | 89.27 | 27.43 | 75.13 | 56.42 | 56.89 | 74.2 | 71.04 | |
| MaPLeBackbone=ViT-B/16, Training protocol=trained from base classes, Max samples per class (max{nk})=16, Evaluation Metric=Harmonic Mean (H)2026.05 | 70.1 | 95.53 | 94.21 | 69.29 | 72.29 | 89.74 | 21.89 | 75 | 47.37 | 51.1 | 73.85 | 69.12 |