Image Classification on ImageNet-to-Target Generalization Suite Balance, τ=1 (test)
72.33IN AccuracyDeKg
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DeKgImbalance Ratio (τ)=1 (Balance), Classification Protocol=Base-to-New2026.05 | 72.33 | 94.73 | 90.68 | 66.05 | 73.2 | 86.59 | 25.05 | 67.19 | 45.61 | 51.37 | 68.78 | 66.92 | |
| DPCImbalance Ratio (τ)=1 (Balance), Classification Protocol=Base-to-New2026.05 | 71.42 | 93.6 | 90.25 | 65.7 | 71.73 | 86.15 | 23.9 | 67.1 | 46.87 | 48.68 | 68.75 | 66.27 | |
| CPTImbalance Ratio (τ)=1 (Balance), Classification Protocol=Base-to-New2026.05 | 71.4 | 95.42 | 91.54 | 67.38 | 73.35 | 87.09 | 25.49 | 69.03 | 48.13 | 50.74 | 69.53 | 67.78 | |
| MaPLeImbalance Ratio (τ)=1 (Balance), Classification Protocol=Base-to-New2026.05 | 70.72 | 93.53 | 90.49 | 65.57 | 72.23 | 86.2 | 24.74 | 67.01 | 46.49 | 48.06 | 68.69 | 66.3 | |
| NPTImbalance Ratio (τ)=1 (Balance), Classification Protocol=Base-to-New2026.05 | 70.7 | 94.5 | 90.64 | 66.73 | 72.62 | 86.21 | 25.23 | 68.37 | 47.63 | 50.25 | 68.87 | 67.11 | |
| CoPromptImbalance Ratio (τ)=1 (Balance), Classification Protocol=Base-to-New2026.05 | 70.1 | 94.4 | 91.13 | 66.67 | 72.6 | 86.23 | 25.4 | 68.92 | 47.73 | 49.77 | 69.43 | 67.23 |