Image Classification on ImageNet-to-Target Generalization Suite (τ=0.06) (test)
69.58Accuracy (IN)CPT
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CPTImbalance Ratio (τ)=0.06, Classification Protocol=Base-to-New2026.05 | 69.58 | 94.23 | 90.82 | 65.92 | 72.5 | 86.86 | 21.71 | 66.71 | 45.42 | 48.65 | 66.89 | 65.97 | |
| DeKgImbalance Ratio (τ)=0.06, Classification Protocol=Base-to-New2026.05 | 69.42 | 92.89 | 89.63 | 65.07 | 72.02 | 85.99 | 21.35 | 66.17 | 44.47 | 49.9 | 65.86 | 65.33 | |
| NPTImbalance Ratio (τ)=0.06, Classification Protocol=Base-to-New2026.05 | 68.9 | 93.31 | 89.93 | 65.28 | 71.77 | 86 | 21.51 | 66.07 | 44.97 | 48.17 | 66.2 | 65.32 | |
| MaPLeImbalance Ratio (τ)=0.06, Classification Protocol=Base-to-New2026.05 | 68.32 | 92.23 | 90.07 | 64.38 | 70.37 | 84.77 | 20.47 | 64.53 | 45.17 | 47.03 | 64.4 | 64.34 | |
| DPCImbalance Ratio (τ)=0.06, Classification Protocol=Base-to-New2026.05 | 68.23 | 91.79 | 89.09 | 64.4 | 70.25 | 84.68 | 21.14 | 65.35 | 44.17 | 44.2 | 64.46 | 63.95 | |
| CoPromptImbalance Ratio (τ)=0.06, Classification Protocol=Base-to-New2026.05 | 68.22 | 92.35 | 89.01 | 64.64 | 71.02 | 85.35 | 21.29 | 65.38 | 44.54 | 47.9 | 65.53 | 64.7 |