Image Classification on ImageNet (Base, New, H Metrics)
83.17Base ScoreMMA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MMABackbone=ViT-L/14, Shots=162025.03 | 83.17 | — | 79.82 | 76.73 | |
| 2SFSBackbone=ViT-L/14, Shots=162025.03 | 83.11 | — | 79.93 | 76.98 | |
| PromptKDShots=16-shot2026.03 | 80.83 | — | 77.62 | 74.66 | |
| PromptKDDPC=false2025.03 | 80.82 | 74.66 | 77.62 | — | |
| CAPTShots=16-shot2026.03 | 80.51 | — | 77.73 | 75.13 | |
| PromptKD + DPCDPC=true2025.03 | 80.25 | 74.66 | 77.35 | — | |
| CLIPBackbone=ViT-L/14, Shots=162025.03 | 79.18 | — | 76.53 | 74.04 | |
| MMA + AmPLe2025.12 | 78.67 | 72.03 | 75.2 | — | |
| TACShots=16-shot2026.03 | 78.57 | — | 74.61 | 71.03 | |
| FVG-PTBase Method=MMRL2026.03 | 78.55 | 70.82 | 74.48 | — | |
| MMRL2026.03 | 78.52 | 70.84 | 74.48 | — | |
| MMRL + AmPLe2025.12 | 78.5 | 72.43 | 75.34 | — | |
| PromptSRC + DPCDPC=true2025.03 | 78.48 | 70.72 | 74.4 | — | |
| TAPShots=16-shot2026.03 | 77.97 | — | 73.99 | 70.4 | |
| MaPLe + DPCDPC=true2025.03 | 77.94 | 67.96 | 72.61 | — | |
| MMRL2025.03 | 77.9 | — | 74.45 | 71.3 | |
| MMRLreproduction=false2025.12 | 77.9 | 71.3 | 74.45 | — | |
| MaPLe + AmPLe2025.12 | 77.9 | 71.33 | 74.47 | — | |
| MMRLreproduction=true2025.12 | 77.87 | 71.13 | 74.35 | — | |
| IPO2025.12 | 77.83 | 72.45 | 75.04 | — | |
| ProMetaRShots=162024.04 | 77.76 | 70.75 | 74.09 | — | |
| CoOp + DPCDPC=true2025.03 | 77.72 | 68.85 | 73.02 | — | |
| 2SFSBackbone=ViT-B/16, Shots=162025.03 | 77.71 | — | 74.2 | 70.99 | |
| 2SFSShots=16-shot2026.03 | 77.71 | — | 74.2 | 70.99 | |
| AttriPrompt2025.12 | 77.63 | 71 | 74.17 | — | |
| SpotlighterShots=16-shot2026.03 | 77.62 | — | 74.55 | 71.71 | |
| PromptSRCShots=162024.04 | 77.6 | 70.73 | 74.01 | — | |
| PromptSRC2025.03 | 77.6 | — | 74.01 | 70.73 | |
| CLIP-LoRABackbone=ViT-B/16, Shots=162025.03 | 77.58 | — | 72.91 | 68.76 | |
| MetaPrompt2022.12 | 77.52 | 70.83 | 74.02 | — | |
| MetaPrompt2025.03 | 77.52 | — | 74.02 | 70.83 | |
| MMAreproduction=true2025.12 | 77.43 | 71.03 | 74.1 | — | |
| IVLPShots=162024.04 | 77.39 | 70.04 | 73.53 | — | |
| MMABackbone=ViT-B/16, Shots=162025.03 | 77.31 | — | 74.02 | 71 | |
| MMA2025.03 | 77.31 | — | 74.02 | 71 | |
| MMAreproduction=false2025.12 | 77.31 | 71 | 74.02 | — | |
| FVG-PTBase Method=PromptSRC2026.03 | 77.31 | 70.64 | 73.82 | — | |
| PromptSRCDPC=false2025.03 | 77.28 | 70.72 | 73.85 | — | |
| TCP2025.03 | 77.27 | — | 73.38 | 69.87 | |
| FVG-PTBase Method=KgCoOp2026.03 | 77.14 | 70.28 | 73.55 | — | |
| ProGradBackbone=ViT-B/16, Shots=162025.03 | 77.02 | — | 71.46 | 66.66 | |
| MaPLereproduction=true2025.12 | 77 | 70.7 | 73.72 | — | |
| PromptSRC2026.03 | 77 | 70.6 | 73.66 | — | |
| 2SFSBackbone=ViT-B/16, Shots=82025.03 | 76.97 | — | 73.69 | 70.67 | |
| MaPLeDPC=false2025.03 | 76.91 | 67.96 | 72.16 | — | |
| MaPLe2022.12 | 76.66 | 70.54 | 73.47 | — | |
| MaPLeShots=162024.04 | 76.66 | 70.54 | 73.47 | — | |
| MaPLeBackbone=ViT-B/16, Shots=162025.03 | 76.66 | — | 73.47 | 70.54 | |
| MaPLe2025.03 | 76.66 | — | 73.47 | 70.54 | |
| MaPLereproduction=false2025.12 | 76.66 | 70.54 | 73.47 | — | |
| MaPLeShots=16-shot2026.03 | 76.66 | — | 73.47 | 70.54 | |
| FVG-PTBase Method=CoOp2026.03 | 76.65 | 70.2 | 73.28 | — | |
| LwEIBShots=16-shot2026.03 | 76.64 | — | 74.06 | 71.64 | |
| RPOShots=162024.04 | 76.6 | 71.57 | 74 | — | |
| UNIGRAMShots=162024.04 | 76.6 | 70.69 | 73.53 | — | |
| CoOp2022.12 | 76.47 | 67.88 | 71.92 | — | |
| CoOpShots=162024.04 | 76.47 | 67.88 | 71.92 | — | |
| CoOpBackbone=ViT-B/16, Shots=162025.03 | 76.47 | — | 71.92 | 67.88 | |
| CoOp2025.03 | 76.47 | — | 71.92 | 67.88 | |
| CoOp2025.12 | 76.47 | 67.88 | 71.92 | — | |
| CoOpShots=16-shot2026.03 | 76.47 | — | 71.92 | 68.78 | |
| MMABackbone=ViT-B/16, Shots=82025.03 | 76.43 | — | 73.11 | 70.07 | |
| CoOpDPC=false2025.03 | 76.41 | 68.85 | 72.43 | — | |
| KgCoOp2026.03 | 76.18 | 70.26 | 73.1 | — | |
| CoCoOp2022.12 | 75.98 | 70.43 | 73.1 | — | |
| CoCoOpShots=162024.04 | 75.98 | 70.43 | 73.1 | — | |
| CoCoOpBackbone=ViT-B/16, Shots=162025.03 | 75.98 | — | 73.1 | 70.43 | |
| CoCoOp2025.03 | 75.98 | — | 73.1 | 70.43 | |
| CoCoOp2025.12 | 75.98 | 70.43 | 73.1 | — | |
| CoOp2026.03 | 75.96 | 68.93 | 72.27 | — | |
| KgCoOpBackbone=ViT-B/16, Shots=162025.03 | 75.83 | — | 72.78 | 69.96 | |
| KgCoOp2025.03 | 75.83 | — | 72.78 | 69.96 | |
| ProVP2025.03 | 75.82 | — | 72.36 | 69.21 | |
| 2SFSBackbone=ViT-B/16, Shots=42025.03 | 75.68 | — | 72.87 | 70.27 | |
| ProDA2025.03 | 75.4 | — | 72.72 | 70.23 | |
| MMABackbone=ViT-B/16, Shots=42025.03 | 75.37 | — | 72.64 | 70.1 | |
| MMABackbone=ViT-B/32, Shots=162025.03 | 72.53 | — | 68.98 | 65.77 | |
| 2SFSBackbone=ViT-B/32, Shots=162025.03 | 72.52 | — | 69.44 | 66.62 | |
| CLIP2022.12 | 72.43 | 68.14 | 70.22 | — | |
| CLIPShots=Zero-shot2024.04 | 72.43 | 68.14 | 70.22 | — | |
| CLIPBackbone=ViT-B/16, Shots=82025.03 | 72.43 | — | 70.22 | 68.14 | |
| CLIPBackbone=ViT-B/16, Shots=42025.03 | 72.43 | — | 70.22 | 68.14 | |
| CLIPBackbone=ViT-B/16, zero-shot=true2025.03 | 72.43 | — | 70.22 | 68.14 | |
| CLIPzero-shot=true2025.03 | 72.43 | — | 70.22 | 68.14 | |
| CLIP2025.12 | 72.43 | 68.14 | 70.22 | — | |
| DiMPLe2025.12 | 71.87 | 62.67 | 66.96 | — | |
| 2SFSBackbone=ViT-B/32, Shots=82025.03 | 71.39 | — | 68.72 | 66.24 | |
| MMABackbone=ViT-B/32, Shots=82025.03 | 71.03 | — | 67.97 | 65.17 | |
| 2SFSVisual backbone=ViT-B/32, Shots per base class=4, Generalization setting=base-to-novel2025.03 | 70.51 | — | 68.13 | 65.91 | |
| 2SFSBackbone=ViT-B/32, Shots=42025.03 | 70.51 | — | 68.13 | 65.91 | |
| MMAVisual backbone=ViT-B/32, Shots per base class=4, Generalization setting=base-to-novel2025.03 | 69.77 | — | 67.64 | 65.63 | |
| MMABackbone=ViT-B/32, Shots=42025.03 | 69.77 | — | 67.64 | 65.63 | |
| CLIPBackbone=ViT-B/32, Shots=162025.03 | 67.49 | — | 65.73 | 64.06 | |
| CLIPVisual backbone=ViT-B/32, Shots per base class=4, Generalization setting=base-to-novel2025.03 | 67.49 | — | 65.73 | 64.06 | |
| CLIPBackbone=ViT-B/32, Shots=42025.03 | 67.49 | — | 65.73 | 64.06 | |
| CLIPBackbone=ViT-B/32, Shots=82025.03 | 67.49 | — | 65.73 | 64.06 |