Base-to-Novel Generalization on EuroSAT
97.81Base ScorePromptKD + MERGETUNE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PromptKD + MERGETUNEbase_method=PromptKD, merging_strategy=MERGETUNE, teacher_knowledge=true2026.01 | 97.81 | 83.82 | 90.28 | |
| ProVPPublication=CVPR2024, Training Setup=16-shot2026.03 | 97.12 | 72.91 | 83.29 | |
| ProVP#Params=147K, ×PERL=25×2026.05 | 97.12 | 72.91 | 83.29 | |
| ProVP2026.02 | 97.12 | 72.91 | 83.29 | |
| 2SFSLoRABackbone=ViT-B/16, Shots=162025.03 | 97.05 | 64.59 | 77.56 | |
| CLIP-LoRABackbone=ViT-B/16, Shots=162025.03 | 97.04 | 62.5 | 76.03 | |
| CLIP-LoRA2026.02 | 97.04 | 62.5 | 76.03 | |
| DeARTraining Setup=16-shot2026.03 | 97 | 87.9 | 92.22 | |
| 2SFSLayerNormBackbone=ViT-B/16, Shots=162025.03 | 96.91 | 67.09 | 79.29 | |
| 2SFS2026.02 | 96.91 | 67.09 | 79.29 | |
| IVLP2026.02 | 96.73 | 67.83 | 79.74 | |
| MMRL++#Params=813K, ×PERL=136×2026.05 | 95.93 | 88.27 | 91.94 | |
| MMRLPublication=CVPR2025, Training Setup=16-shot2026.03 | 95.6 | 80.17 | 87.21 | |
| MMRL#Params=4.9M, ×PERL=817×2026.05 | 95.6 | 80.17 | 87.21 | |
| DroPLe2025.12 | 94.73 | 82.7 | 88.31 | |
| LASP2026.02 | 94.6 | 77.78 | 85.36 | |
| CoPrompt2026.02 | 94.6 | 78.57 | 85.84 | |
| TAC2025.12 | 94.37 | 82.6 | 88.1 | |
| TACPublication=CVPR2025, Training Setup=16-shot2026.03 | 94.37 | 82.6 | 88.1 | |
| MaPLeBackbone=ViT-B/16, Shots=162025.03 | 94.07 | 73.23 | 82.35 | |
| MaPLePublication=CVPR2023, Training Setup=16-shot2026.03 | 94.07 | 73.23 | 82.35 | |
| MaPLe#Params=3.5M, ×PERL=583×2026.05 | 94.07 | 73.23 | 82.35 | |
| MaPLe2026.02 | 94.07 | 73.23 | 82.35 | |
| DeKgTCP2025.12 | 94.02 | 81.69 | 87.42 | |
| LoGoPrompt2026.02 | 93.67 | 69.44 | 79.75 | |
| CC-CDFSL2026.03 | 93.57 | 71.98 | 81.37 | |
| MetaPrompt2026.02 | 93.53 | 75.21 | 83.38 | |
| CoOp2025.12 | 93.19 | 54.74 | 68.69 | |
| PromptSRC2026.02 | 93.17 | 68.33 | 78.84 | |
| 2SFSBackbone=ViT-L/14, Shots=42025.03 | 92.92 | 67.15 | 77.96 | |
| PSRC2025.12 | 92.9 | 73.9 | 82.32 | |
| PromptSRCPublication=ICCV2023, Training Setup=16-shot2026.03 | 92.9 | 73.9 | 82.32 | |
| PromptSRC#Params=46K, ×PERL=8×2026.05 | 92.9 | 73.9 | 82.32 | |
| MaPLe2026.03 | 92.66 | 68.39 | 78.7 | |
| SkipTPublication=CVPR2025, Training Setup=16-shot2026.03 | 92.47 | 83 | 87.48 | |
| MMLoP2026.02 | 92.37 | 79.1 | 85.22 | |
| CoOPBackbone=ViT-B/16, Shots=162025.03 | 92.19 | 54.74 | 68.69 | |
| CoOpPublication=ICCV2021, Training Setup=16-shot2026.03 | 92.19 | 54.74 | 68.69 | |
| CoOp#Params=2K, ×PERL=0.33×2026.05 | 92.19 | 54.74 | 68.69 | |
| CoOp2026.02 | 92.19 | 54.74 | 68.69 | |
| PromptKDPublication=CVPR2024, Training Setup=16-shot2026.03 | 92.04 | 71.59 | 80.54 | |
| TCPPublication=CVPR2024, Training Setup=16-shot2026.03 | 91.63 | 74.73 | 82.32 | |
| TCP#Params=331K, ×PERL=55×2026.05 | 91.63 | 74.73 | 82.32 | |
| TCP2026.02 | 91.63 | 74.73 | 82.32 | |
| TAP2025.12 | 90.7 | 82.17 | 86.22 | |
| ProGradBackbone=ViT-B/16, Shots=162025.03 | 90.11 | 60.89 | 72.67 | |
| ProGradPublication=CVPR2023, Training Setup=16-shot2026.03 | 90.11 | 60.89 | 72.67 | |
| ProGrad2026.02 | 90.11 | 60.89 | 72.67 | |
| CoCoOpBackbone=ViT-B/16, Shots=162025.03 | 87.49 | 60.04 | 71.21 | |
| CoCoOp#Params=35K, ×PERL=6×2026.05 | 87.49 | 60.04 | 71.21 | |
| CoCoOp2026.02 | 87.49 | 60.04 | 71.21 | |
| RPO2026.02 | 86.63 | 68.97 | 76.79 | |
| KgCoOpBackbone=ViT-B/16, Shots=162025.03 | 85.64 | 64.34 | 73.48 | |
| KgCoOp2025.12 | 85.64 | 64.34 | 73.48 | |
| KgCoOp#Params=2K, ×PERL=0.33×2026.05 | 85.64 | 64.34 | 73.48 | |
| KgCoOp2026.02 | 85.64 | 64.34 | 73.48 | |
| MMABackbone=ViT-B/16, Shots=162025.03 | 85.46 | 82.34 | 83.87 | |
| MMAC#Params=675K, ×PERL=113×2026.05 | 85.46 | 82.34 | 83.87 | |
| MMA2026.02 | 85.46 | 82.34 | 83.87 | |
| ProDA2026.02 | 83.9 | 66 | 73.88 | |
| MMABackbone=ViT-L/14, Shots=42025.03 | 72.5 | 72.2 | 72.35 | |
| CLIPBackbone=ViT-L/14, Shots=42025.03 | 70.93 | 82.9 | 76.45 | |
| PERL#Params=6K, ×PERL=1×2026.05 | 67.25 | 72.25 | 69.62 | |
| CLIPBackbone=ViT-B/16, Shots=02025.03 | 56.48 | 64.05 | 60.03 | |
| CLIP2026.01 | 56.48 | 64.05 | 60.03 | |
| CLIPPublication=ICML2021, Training Setup=16-shot2026.03 | 56.48 | 64.05 | 60.03 | |
| CLIP#Params=02026.05 | 56.48 | 64.05 | 60.03 | |
| CLIP2026.02 | 56.48 | 64.05 | 60.03 | |
| +DPC2025.03 | 0.9625 | 0.7473 | 0.8413 | |
| +DePT2025.03 | 0.9446 | 0.7101 | 0.8107 | |
| ProSRC2025.03 | 0.9284 | 0.7473 | 0.828 | |
| TCP2025.03 | 0.9163 | 0.7473 | 0.8232 |