Image Classification Base-to-Novel Generalization on 11 Datasets Average
82.09Harmonic Mean (HM)ManiPT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ManiPT2026.02 | 82.09 | 85.82 | 78.67 | |
| CoPromptOptimizer=SAMPLe2026.07 | 82.02 | 85.62 | 79.03 | |
| TCPOptimizer=SAMPLe2026.07 | 81.95 | 87.52 | 77.05 | |
| CoPromptOptimizer=SAGM2026.07 | 81.49 | 85.12 | 78.47 | |
| CoPromptOptimizer=FSAM2026.07 | 81.45 | 85.05 | 78.47 | |
| TCPOptimizer=SAGM2026.07 | 81.4 | 86.97 | 76.5 | |
| LLaMP2026.02 | 81.27 | 85.16 | 77.71 | |
| TAC2026.02 | 81.24 | 85.24 | 77.6 | |
| MMRLBackbone=CLIP ViT-B/162026.05 | 81.2 | 85.68 | 77.16 | |
| TAP2026.02 | 81.04 | 84.75 | 77.63 | |
| CoPromptOptimizer=SAM2026.07 | 80.99 | 84.61 | 77.98 | |
| RMAdapterSetting=Base-to-Novel Generalization2025.12 | 80.62 | 84.52 | 77.36 | |
| CoPromptstatus=Fine-tuned on base classes2023.06 | 80.48 | 84 | 77.23 | |
| CoPromptBackbone=ViT-B/16, Shot=16-shot2024.10 | 80.48 | 84 | 77.23 | |
| CoPromptBackbone=ViT-B/16, Shots=16-shot2024.10 | 80.48 | 84 | 77.23 | |
| CoPromptSetting=Base-to-Novel Generalization2025.12 | 80.48 | 84 | 77.23 | |
| CoPrompt2026.02 | 80.48 | 84 | 77.23 | |
| CoPromptBackbone=CLIP ViT-B/162026.05 | 80.48 | 84 | 77.23 | |
| CoPromptOptimizer=Default2026.07 | 80.48 | 84 | 77.23 | |
| VACSRBackbone=CLIP ViT-B/162026.05 | 80.37 | 85.74 | 76.08 | |
| MAPLeOptimizer=SAMPLe2026.07 | 80.28 | 83.51 | 77.68 | |
| IPOBackbone=ViT-B/16, Shot=16-shot2024.10 | 80.21 | 79.92 | 80.51 | |
| IPOBackbone=ViT-B/16, Shots=16-shot2024.10 | 80.21 | 79.92 | 80.51 | |
| CLIP-SVD2025.09 | 80.13 | — | — | |
| PromptSRCstatus=Fine-tuned on base classes2023.06 | 79.97 | 84.26 | 76.1 | |
| PromptSRCBackbone=ViT-B/16, Shot=16-shot2024.10 | 79.97 | 84.26 | 76.1 | |
| PromptSRCBackbone=ViT-B/16, Shots=16-shot2024.10 | 79.97 | 84.26 | 76.1 | |
| PromptSRCSetting=Base-to-Novel Generalization2025.12 | 79.97 | 84.26 | 76.1 | |
| PromptSRC2026.02 | 79.97 | 84.26 | 76.1 | |
| MAPLeOptimizer=SAGM2026.07 | 79.96 | 83.36 | 77.24 | |
| MMASetting=Base-to-Novel Generalization2025.12 | 79.87 | 83.2 | 76.8 | |
| MMABackbone=CLIP ViT-B/162026.05 | 79.87 | 83.2 | 76.8 | |
| MAPLeOptimizer=FSAM2026.07 | 79.87 | 83.29 | 77.12 | |
| TCPOptimizer=FSAM2026.07 | 79.83 | 84.02 | 76.11 | |
| TCPOptimizer=SAM2026.07 | 79.64 | 84.17 | 75.58 | |
| TCPSetting=Base-to-Novel Generalization2025.12 | 79.51 | 84.13 | 75.36 | |
| TCP2025.09 | 79.51 | — | — | |
| CoCoOpOptimizer=SAMPLe2026.07 | 79.51 | 82.11 | 77.39 | |
| TCPOptimizer=Default2026.07 | 79.51 | 84.13 | 75.36 | |
| MAPLeOptimizer=SAM2026.07 | 79.42 | 82.99 | 76.6 | |
| CLIP-LoRA2025.09 | 79.18 | — | — | |
| CLIPOODBackbone=CLIP ViT-B/162026.05 | 78.9 | 83.9 | 74.5 | |
| CoOpOptimizer=SAMPLe2026.07 | 78.88 | 81.52 | 76.76 | |
| GDA2025.09 | 78.72 | — | — | |
| MaPLestatus=Fine-tuned on base classes2023.06 | 78.55 | 82.28 | 75.14 | |
| MaPLeBackbone=ViT-B/16, Shot=16-shot2024.10 | 78.55 | 82.28 | 75.14 | |
| MaPLeBackbone=ViT-B/16, Shots=16-shot2024.10 | 78.55 | 82.28 | 75.14 | |
| MaPLeSetting=Base-to-Novel Generalization2025.12 | 78.55 | 82.28 | 75.14 | |
| MaPLe2026.02 | 78.55 | 82.28 | 75.14 | |
| MaPLe2025.09 | 78.55 | — | — | |
| MaPLeBackbone=CLIP ViT-B/162026.05 | 78.55 | 82.28 | 75.14 | |
| MAPLeOptimizer=Default2026.07 | 78.55 | 82.28 | 75.14 | |
| CoCoOpOptimizer=SAGM2026.07 | 78.28 | 81.46 | 75.71 | |
| CoCoOpOptimizer=FSAM2026.07 | 77.86 | 81.15 | 75.21 | |
| CoOpOptimizer=SAGM2026.07 | 77.65 | 81.57 | 74.52 | |
| IVLP2025.09 | 77.51 | — | — | |
| CoOpOptimizer=FSAM2026.07 | 77.01 | 80.22 | 74.51 | |
| KgCoOpstatus=Fine-tuned on base classes2023.06 | 77 | 80.73 | 73.6 | |
| KgCoOpSetting=Base-to-Novel Generalization2025.12 | 77 | 80.73 | 73.6 | |
| KgCoOp2025.09 | 77 | — | — | |
| CoCoOpOptimizer=SAM2026.07 | 76.47 | 80.64 | 73.32 | |
| ProGradstatus=Fine-tuned on base classes2023.06 | 76.16 | 82.48 | 70.75 | |
| ProGrad2025.09 | 76.16 | — | — | |
| CoOpOptimizer=SAM2026.07 | 76.07 | 80.1 | 73.28 | |
| Co-CoOpstatus=Fine-tuned on base classes2023.06 | 75.83 | 80.47 | 71.69 | |
| CoCoOpBackbone=ViT-B/16, Shot=16-shot2024.10 | 75.83 | 80.47 | 71.69 | |
| CoCoOpBackbone=ViT-B/16, Shots=16-shot2024.10 | 75.83 | 80.47 | 71.69 | |
| Co-CoOpSetting=Base-to-Novel Generalization2025.12 | 75.83 | 80.47 | 71.69 | |
| CoCoOp2026.02 | 75.83 | 80.47 | 71.69 | |
| CoCoOp2025.09 | 75.83 | — | — | |
| CoCoOpBackbone=CLIP ViT-B/162026.05 | 75.83 | 80.47 | 71.69 | |
| CoCoOpOptimizer=Default2026.07 | 75.83 | 80.47 | 71.69 | |
| IPOBackbone=ViT-B/16, Shot=1-shot2024.10 | 74.29 | 71.76 | 77 | |
| IPOBackbone=ViT-B/16, Shots=1-shot2024.10 | 74.29 | 71.76 | 77 | |
| CoCoOpBackbone=ViT-B/16, Shot=1-shot2024.10 | 72.51 | 72.85 | 72.17 | |
| PromptSRCBackbone=ViT-B/16, Shot=1-shot2024.10 | 72.41 | 73.38 | 71.47 | |
| CLIPstatus=Zero-shot / Pre-trained2023.06 | 71.7 | 69.34 | 74.22 | |
| CLIPBackbone=ViT-B/16, Shot=Zero-shot2024.10 | 71.7 | 69.34 | 74.22 | |
| CLIPBackbone=ViT-B/16, Shots=0-shot2024.10 | 71.7 | 69.34 | 74.22 | |
| CLIPSetting=Base-to-Novel Generalization2025.12 | 71.7 | 69.34 | 74.22 | |
| CLIP2026.02 | 71.7 | 69.34 | 74.22 | |
| CLIP2025.09 | 71.7 | — | — | |
| ZERO-SHOTBackbone=CLIP ViT-B/162026.05 | 71.7 | 69.34 | 74.22 | |
| CoOpstatus=Fine-tuned on base classes2023.06 | 71.66 | 82.69 | 63.22 | |
| CoOpBackbone=ViT-B/16, Shot=16-shot2024.10 | 71.66 | 82.69 | 63.22 | |
| CoOpBackbone=ViT-B/16, Shots=16-shot2024.10 | 71.66 | 82.69 | 63.22 | |
| CoOpSetting=Base-to-Novel Generalization2025.12 | 71.66 | 82.69 | 63.22 | |
| CoOp2026.02 | 71.66 | 82.69 | 63.22 | |
| CoOp2025.09 | 71.66 | — | — | |
| CoOpOptimizer=Default2026.07 | 71.66 | 82.69 | 63.22 | |
| MaPLeBackbone=ViT-B/16, Shot=1-shot2024.10 | 71.21 | 70.85 | 71.57 | |
| CoPromptBackbone=ViT-B/16, Shot=1-shot2024.10 | 70.27 | 70.44 | 70.11 | |
| CoOpBackbone=ViT-B/16, Shot=1-shot2024.10 | 69.29 | 72.08 | 66.71 |