Image Classification on EuroSAT (Base Accuracy, Novel Accuracy, HM)
98.41Base Accuracy2SFS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| 2SFSBackbone=ViT-L/14, Shots=162025.03 | 98.41 | 64.69 | 78.06 | |
| MaPLe + DPCDPC=true2025.03 | 98.33 | 72.19 | 83.26 | |
| PromptKD + DPCDPC=true2025.03 | 98.29 | 82.35 | 89.61 | |
| CAPTShots=16-shot2026.03 | 97.6 | 81.32 | 88.72 | |
| PromptKDShots=16-shot2026.03 | 97.54 | 82.08 | 89.14 | |
| TransAgentVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 97.43 | 83.43 | 89.89 | |
| PromptKDDPC=false2025.03 | 97.2 | 82.35 | 89.16 | |
| ProVP2025.03 | 97.12 | 72.91 | 83.29 | |
| ProVP2026.03 | 97.12 | 72.91 | 83.29 | |
| CLIP-LoRABackbone=ViT-B/16, Shots=162025.03 | 97.04 | 62.5 | 76.03 | |
| 2SFSBackbone=ViT-B/16, Shots=162025.03 | 96.91 | 67.09 | 79.29 | |
| 2SFS2025.11 | 96.91 | 67.09 | 79.29 | |
| 2SFSShots=16-shot2026.03 | 96.91 | 67.09 | 79.29 | |
| 2SFSBackbone=ViT-B/32, Shots=162025.03 | 96.8 | 62.68 | 76.09 | |
| PromptSRC + DPCDPC=true2025.03 | 96.25 | 74.73 | 84.13 | |
| VaMP2025.11 | 95.78 | 77.21 | 85.49 | |
| MMRL2025.03 | 95.6 | 80.17 | 87.21 | |
| MMRL2025.11 | 95.6 | 80.17 | 87.21 | |
| HeBAYear=Ours2026.03 | 95.43 | 81.91 | 88.16 | |
| LwEIBShots=16-shot2026.03 | 95 | 80.01 | 86.86 | |
| LASP-VYear=20232026.03 | 95 | 83.37 | 88.86 | |
| LwEIBYear=20252026.03 | 95 | 80.01 | 86.86 | |
| MaPLeDPC=false2025.03 | 94.96 | 72.19 | 82.02 | |
| TACShots=16-shot2026.03 | 94.37 | 82.6 | 88.1 | |
| HPTYear=20242026.03 | 94.24 | 77.12 | 84.82 | |
| 2SFSBackbone=ViT-B/32, Shots=82025.03 | 94.18 | 68.24 | 79.14 | |
| EvoPrompt2026.03 | 94.1 | 80.1 | 86.54 | |
| MaPLeBackbone=ViT-B/16, Shots=162025.03 | 94.07 | 73.23 | 82.35 | |
| MaPLe2025.03 | 94.07 | 73.23 | 82.35 | |
| MaPLe2025.11 | 94.07 | 73.23 | 82.35 | |
| MaPLeShots=16-shot2026.03 | 94.07 | 73.23 | 82.35 | |
| MaPLe2026.03 | 94.07 | 73.23 | 82.35 | |
| MaPLeYear=20232026.03 | 94.07 | 73.23 | 82.35 | |
| MetaPrompt2025.03 | 93.53 | 75.21 | 83.38 | |
| MetaPrompt2026.03 | 93.53 | 75.21 | 83.38 | |
| CoOp + DPCDPC=true2025.03 | 93.4 | 51.62 | 66.49 | |
| 2SFSBackbone=ViT-B/16, Shots=82025.03 | 93.33 | 75.09 | 83.23 | |
| 2SFSBackbone=ViT-B/16, Shots=8, Evaluation Protocol=base-to-novel generalization2025.03 | 93.33 | 75.09 | 83.23 | |
| SpotlighterShots=16-shot2026.03 | 93.17 | 84.51 | 88.63 | |
| PromptSRCVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 92.9 | 73.9 | 82.32 | |
| PromptSRC2025.03 | 92.9 | 73.9 | 82.32 | |
| PromptSRC2025.11 | 92.9 | 73.9 | 82.32 | |
| PromptSRC2026.03 | 92.9 | 73.9 | 82.32 | |
| P-SRCYear=20232026.03 | 92.9 | 73.9 | 82.32 | |
| PromptSRCDPC=false2025.03 | 92.84 | 74.73 | 82.8 | |
| SkipT2025.11 | 92.47 | 83 | 87.48 | |
| CoOpVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 92.19 | 54.74 | 68.69 | |
| CoOpBackbone=ViT-B/16, Shots=162025.03 | 92.19 | 54.74 | 68.69 | |
| CoOp2025.03 | 92.19 | 54.74 | 68.69 | |
| CoOp2025.11 | 92.19 | 54.74 | 68.69 | |
| CoOpShots=16-shot2026.03 | 92.19 | 54.74 | 68.69 | |
| CoOp2026.03 | 92.19 | 54.74 | 68.69 | |
| CoOpYear=20222026.03 | 92.19 | 54.74 | 68.69 | |
| TCP2025.03 | 91.63 | 74.73 | 82.32 | |
| TCP2025.11 | 91.63 | 74.73 | 82.32 | |
| TCP2026.03 | 91.63 | 74.73 | 82.32 | |
| 2SFSBackbone=ViT-B/16, Shots=42025.03 | 91.29 | 75.1 | 82.41 | |
| TAPShots=16-shot2026.03 | 90.7 | 82.17 | 86.22 | |
| ProGradBackbone=ViT-B/16, Shots=162025.03 | 90.11 | 60.89 | 72.67 | |
| 2SFSBackbone=ViT-B/32, Shots=42025.03 | 87.91 | 68.35 | 76.91 | |
| CoOpDPC=false2025.03 | 87.6 | 51.62 | 64.96 | |
| CoCoOpVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 87.49 | 60.04 | 71.21 | |
| CoCoOpBackbone=ViT-B/16, Shots=162025.03 | 87.49 | 60.04 | 71.21 | |
| CoCoOp2025.03 | 87.49 | 60.04 | 71.21 | |
| CoOpOp2025.11 | 87.49 | 60.04 | 71.21 | |
| CoCoOp2026.03 | 87.49 | 60.04 | 71.21 | |
| CoOpOpYear=20222026.03 | 87.49 | 60.04 | 71.21 | |
| RPOVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 86.63 | 68.97 | 76.79 | |
| RPOYear=20232026.03 | 86.63 | 68.97 | 76.79 | |
| KgCoOpBackbone=ViT-B/16, Shots=162025.03 | 85.64 | 64.34 | 73.48 | |
| KgCoOp2025.03 | 85.64 | 64.34 | 73.48 | |
| KgCoOp2025.11 | 85.64 | 64.34 | 73.48 | |
| KgCoOp2026.03 | 85.64 | 64.34 | 73.48 | |
| KgCoOpYear=20232026.03 | 85.64 | 64.34 | 73.48 | |
| MMABackbone=ViT-B/16, Shots=162025.03 | 85.46 | 82.34 | 83.87 | |
| MMA2025.03 | 85.46 | 82.34 | 83.87 | |
| MMA2025.11 | 85.46 | 82.34 | 83.87 | |
| MMA2026.03 | 85.46 | 82.34 | 83.87 | |
| MMAYear=20242026.03 | 85.46 | 82.34 | 83.87 | |
| MaPLeVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 83.9 | 66 | 73.88 | |
| ProDA2025.03 | 83.9 | 66 | 73.88 | |
| ProDA2025.11 | 83.9 | 66 | 73.88 | |
| ProDA2026.03 | 83.9 | 66 | 73.88 | |
| ProDAYear=20222026.03 | 83.9 | 66 | 73.88 | |
| MMABackbone=ViT-L/14, Shots=162025.03 | 77.33 | 62.77 | 69.29 | |
| MMABackbone=ViT-B/32, Shots=162025.03 | 71.83 | 62.97 | 67.11 | |
| CLIPBackbone=ViT-L/14, Shots=162025.03 | 70.93 | 82.9 | 76.45 | |
| CLIPVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 56.48 | 64.05 | 60.03 | |
| CLIPBackbone=ViT-B/16, Shots=82025.03 | 56.48 | 64.05 | 60.03 | |
| CLIPBackbone=ViT-B/16, Shots=42025.03 | 56.48 | 64.05 | 60.03 | |
| CLIPBackbone=ViT-B/16, zero-shot=true2025.03 | 56.48 | 64.05 | 60.03 | |
| CLIPBackbone=ViT-B/16, Shots=8, Evaluation Protocol=base-to-novel generalization2025.03 | 56.48 | 64.05 | 60.03 | |
| CLIPzero-shot=true2025.03 | 56.48 | 64.05 | 60.03 | |
| CLIP2025.11 | 56.48 | 64.05 | 60.03 | |
| CLIP2026.03 | 56.48 | 64.05 | 60.03 | |
| CLIPYear=20212026.03 | 56.48 | 64.05 | 60.03 | |
| CLIPBackbone=ViT-B/32, Shots=162025.03 | 55.14 | 69.77 | 61.6 | |
| CLIPBackbone=ViT-B/32, Shots=42025.03 | 55.14 | 69.77 | 61.6 | |
| CLIPBackbone=ViT-B/32, Shots=82025.03 | 55.14 | 69.77 | 61.6 | |
| MMABackbone=ViT-B/16, Shots=82025.03 | 50.3 | 69.97 | 58.53 |