Image Classification on Stanford Cars (Accuracy, ECE)
67.65AccuracyCoPrompt + SAMPLe
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CoPrompt + SAMPLeOptimizer=SAMPLe2026.07 | 67.65 | — | |
| TCP + SAMPLeOptimizer=SAMPLe2026.07 | 67.43 | — | |
| MaPLe + SAMPLeOptimizer=SAMPLe2026.07 | 66.75 | — | |
| MaPLe+TPTBackbone=CLIP-ViT/B16, Prompt Initialization Source=MaPLe, Adaptation Framework=TPT, Adaptation Strategy=TPT2026.04 | 66.5 | 4.14 | |
| CoOp + SAMPLeOptimizer=SAMPLe2026.07 | 66.35 | — | |
| MaPLe+FPPBackbone=CLIP-ViT/B16, Prompt Initialization Source=MaPLe, Adaptation Framework=TPT, Adaptation Strategy=FPP2026.04 | 66.27 | 2.18 | |
| CoCoOp + SAMPLeOptimizer=SAMPLe2026.07 | 66 | — | |
| CoPromptOptimizer=Baseline2026.07 | 65.67 | — | |
| CoOp+TPTBackbone=CLIP-ViT/B16, Prompt Initialization Source=CoOp, Adaptation Framework=TPT, Adaptation Strategy=TPT2026.04 | 65.6 | 6.63 | |
| MaPLeOptimizer=Baseline2026.07 | 65.57 | — | |
| MaPLe+O-TPTBackbone=CLIP-ViT/B16, Prompt Initialization Source=MaPLe, Adaptation Framework=TPT, Adaptation Strategy=O-TPT2026.04 | 65.38 | 3.61 | |
| CoCoOpOptimizer=Baseline2026.07 | 65.32 | — | |
| TCPOptimizer=Baseline2026.07 | 64.69 | — | |
| CoOpOptimizer=Baseline2026.07 | 64.51 | — | |
| CoOp+O-TPTBackbone=CLIP-ViT/B16, Prompt Initialization Source=CoOp, Adaptation Framework=TPT, Adaptation Strategy=O-TPT2026.04 | 64.12 | 2.85 | |
| CoOp+FPPBackbone=CLIP-ViT/B16, Prompt Initialization Source=CoOp, Adaptation Framework=TPT, Adaptation Strategy=FPP2026.04 | 63.74 | 5.33 | |
| CoOp+C-TPTBackbone=CLIP-ViT/B16, Prompt Initialization Source=CoOp, Adaptation Framework=TPT, Adaptation Strategy=C-TPT2026.04 | 63.1 | 2.45 |