Image Classification on DTD (Metrics Base, New, H)
88.19Base ScoreCAPT
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CAPTShots=16-shot2026.03 | 88.19 | — | 79.51 | — | — | 72.38 | |
| PromptKD + DPCDPC=true2025.03 | 87.73 | 71.01 | 78.49 | — | — | — | |
| 2SFSBackbone=ViT-L/14, Shots=162025.03 | 87.35 | 70.73 | 78.17 | — | — | — | |
| 2SFSBackbone=ViT-L/14, Shots=162025.03 | 87.35 | — | 78.17 | — | — | 70.73 | |
| PromptSRC + DPCDPC=true2025.03 | 86.88 | 54.31 | 66.84 | — | — | — | |
| PromptKDShots=16-shot2026.03 | 85.84 | — | 77.94 | — | — | 71.37 | |
| MMRLreproduction=true2025.12 | 85.77 | 64.23 | 73.45 | — | — | — | |
| MMRLreproduction=false2025.12 | 85.67 | 65 | 73.92 | — | — | — | |
| MMRL + AmPLe2025.12 | 85.5 | 68.9 | 76.31 | — | — | — | |
| MaPLe + DPCDPC=true2025.03 | 85.48 | 55.63 | 67.4 | — | — | — | |
| PromptKDDPC=false2025.03 | 85.42 | 71.01 | 77.55 | — | — | — | |
| FVG-PTBase Method=MMRL2026.03 | 85.42 | 67.51 | 75.42 | — | — | — | |
| MMABackbone=ViT-L/14, Shots=162025.03 | 85.23 | 70.77 | 77.33 | — | — | — | |
| MMABackbone=ViT-L/14, Shots=162025.03 | 85.23 | — | 77.33 | — | — | 70.77 | |
| MMRL2026.03 | 85.19 | 65.46 | 74.03 | — | — | — | |
| AttriPrompt2025.12 | 84.87 | 65.03 | 73.64 | — | — | — | |
| CoOp + DPCDPC=true2025.03 | 84.61 | 49.88 | 62.76 | — | — | — | |
| 2SFSShots=16-shot2026.03 | 84.6 | — | 73.52 | — | — | 65.01 | |
| MMA + AmPLe2025.12 | 84.53 | 67.03 | 74.77 | — | — | — | |
| TransAgentVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 84.37 | 63.67 | 72.57 | — | — | — | |
| TAPShots=16-shot2026.03 | 84.2 | — | 75.24 | — | — | 68 | |
| HPT++2024.08 | 84.18 | 66.39 | 74.23 | — | — | — | |
| A3B22026.05 | 84.18 | — | 73.17 | — | — | 64.71 | |
| MMA2026.05 | 84.03 | — | 73.33 | — | — | 65.05 | |
| SpotlighterShots=16-shot2026.03 | 83.94 | — | 77.47 | — | — | 71.92 | |
| HPT2024.08 | 83.84 | 63.33 | 72.16 | — | — | — | |
| PromptSRCDPC=false2025.03 | 83.45 | 54.31 | 65.8 | — | — | — | |
| MetaPrompt2024.08 | 83.37 | 62.97 | 71.75 | — | — | — | |
| PromptSRCVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 83.37 | 62.97 | 71.75 | — | — | — | |
| TACShots=16-shot2026.03 | 83.37 | — | 72.58 | — | — | 64.27 | |
| MMRL2026.05 | 83.22 | — | 71.09 | — | — | 62.04 | |
| MMAreproduction=false2025.12 | 83.2 | 65.63 | 73.38 | — | — | — | |
| MMRL++2026.05 | 83.18 | — | 71.42 | — | — | 62.57 | |
| CoPrompt2024.08 | 83.13 | 64.73 | 72.79 | — | — | — | |
| MetaPrompt2022.12 | 83.1 | 58.05 | 68.35 | — | — | — | |
| MMAreproduction=true2025.12 | 83.1 | 65.63 | 73.34 | — | — | — | |
| LwEIBShots=16-shot2026.03 | 82.87 | — | 74.6 | — | — | 67.83 | |
| CDC2024.10 | 82.7 | 64.1 | 72.22 | — | — | — | |
| PromptSRC2024.08 | 82.52 | 60.1 | 69.55 | — | — | — | |
| MaPLeDPC=false2025.03 | 82.18 | 55.63 | 66.35 | — | — | — | |
| IPO2025.12 | 82.14 | 66.81 | 73.69 | — | — | — | |
| MaPLe + AmPLe2025.12 | 81.8 | 62.57 | 70.9 | — | — | — | |
| FVG-PTBase Method=PromptSRC2026.03 | 81.71 | 63.41 | 71.41 | — | — | — | |
| FVG-PTBase Method=CoOp2026.03 | 81.13 | 53.99 | 64.83 | — | — | — | |
| MaPLe2026.05 | 80.71 | — | 65.86 | — | — | 55.63 | |
| MaPLeVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 80.67 | 56.48 | 66.44 | — | — | — | |
| FVG-PTBase Method=KgCoOp2026.03 | 80.44 | 60.02 | 68.75 | — | — | — | |
| MaPLe2022.12 | 80.36 | 59.18 | 68.16 | — | — | — | |
| MaPLeShots=162024.02 | 80.36 | 59.18 | 68.16 | — | — | — | |
| MaPLeShots=162024.02 | 80.36 | 59.18 | 68.16 | — | — | — | |
| MaPLe2024.08 | 80.36 | 59.18 | 68.16 | — | — | — | |
| MaPLe2024.10 | 80.36 | 59.18 | 68.16 | — | — | — | |
| MaPLereproduction=false2025.12 | 80.36 | 59.18 | 68.16 | — | — | — | |
| MaPLeShots=16-shot2026.03 | 80.36 | — | 68.16 | — | — | 59.18 | |
| 2SFSBackbone=ViT-B/16, Shots=82025.03 | 80.17 | — | 71.46 | — | — | 64.45 | |
| CoOpDPC=false2025.03 | 80.09 | 49.88 | 61.47 | — | — | — | |
| 2SFSBackbone=ViT-B/32, Shots=162025.03 | 80.09 | 54.63 | 64.95 | — | — | — | |
| MaPLereproduction=true2025.12 | 79.93 | 54.87 | 65.07 | — | — | — | |
| Any-shift PromptingShots=162024.02 | 79.63 | 61.98 | 69.71 | — | — | — | |
| Any-shift PromptingShots=162024.02 | 79.63 | 61.98 | 69.71 | — | — | — | |
| PromptSRC2026.03 | 79.63 | 61.23 | 69.23 | — | — | — | |
| MMABackbone=ViT-B/32, Shots=162025.03 | 79.5 | 57 | 66.4 | — | — | — | |
| CoOp2022.12 | 79.44 | 41.18 | 54.24 | — | — | — | |
| CoOpShots=162024.02 | 79.44 | 41.18 | 54.24 | — | — | — | |
| CoOpShots=162024.02 | 79.44 | 41.18 | 54.24 | — | — | — | |
| CoOp2024.08 | 79.44 | 41.18 | 54.24 | — | — | — | |
| CoOp2024.10 | 79.44 | 41.18 | 54.24 | — | — | — | |
| CoOpVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 79.44 | 41.18 | 54.24 | — | — | — | |
| CoOp2025.12 | 79.44 | 41.18 | 54.24 | — | — | — | |
| CoOpShots=16-shot2026.03 | 79.44 | — | 54.24 | — | — | 41.18 | |
| CoOp2026.05 | 78.63 | — | 61.49 | — | — | 50.48 | |
| KgCoOp2026.05 | 78.32 | — | 65.9 | — | — | 56.88 | |
| CoOp2026.03 | 78.24 | 48.67 | 60.01 | — | — | — | |
| TCP2026.05 | 78.2 | — | 63.81 | — | — | 53.9 | |
| KgCoOp2024.08 | 77.55 | 54.99 | 64.35 | — | — | — | |
| ProGrad2024.08 | 77.35 | 52.35 | 62.45 | — | — | — | |
| KgCoOp2026.03 | 77.31 | 60.14 | 67.65 | — | — | — | |
| MMABackbone=ViT-B/16, Shots=82025.03 | 77.07 | — | 70.21 | — | — | 64.47 | |
| CoCoOp2022.12 | 77.01 | 56 | 64.85 | — | — | — | |
| CoCoOpShots=162024.02 | 77.01 | 56 | 64.85 | — | — | — | |
| CoCoOpShots=162024.02 | 77.01 | 56 | 64.85 | — | — | — | |
| CoCoOp2024.08 | 77.01 | 56 | 64.85 | — | — | — | |
| CoCoOp2024.10 | 77.01 | 56 | 64.85 | — | — | — | |
| CoCoOpVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 77.01 | 56 | 64.85 | — | — | — | |
| CoCoOp2025.12 | 77.01 | 56 | 64.85 | — | — | — | |
| 2SFSBackbone=ViT-B/16, Shots=42025.03 | 76.81 | — | 70.42 | — | — | 65.02 | |
| RPOVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 76.7 | 62.13 | 68.61 | — | — | — | |
| 2SFSBackbone=ViT-B/32, Shots=42025.03 | 74.23 | — | 64.33 | — | — | 56.76 | |
| DiMPLe2025.12 | 69.8 | 62.3 | 65.84 | — | — | — | |
| CoOpOp2026.05 | 67.75 | — | 61.1 | — | — | 55.64 | |
| MMABackbone=ViT-B/16, Shots=42025.03 | 63.5 | — | 63.53 | — | — | 63.57 | |
| MMABackbone=ViT-B/32, Shots=42025.03 | 62.13 | — | 59.83 | — | — | 57.7 | |
| BPLShots=162024.02 | 60.8 | — | — | — | — | — | |
| CLIPBackbone=ViT-L/14, Shots=162025.03 | 59.14 | 67.87 | 63.21 | — | — | — | |
| CLIPBackbone=ViT-L/14, Shots=Zero-shot2025.03 | 59.14 | — | 63.21 | — | — | 67.87 | |
| CLIP-Adapter2026.05 | 57.72 | — | 59.22 | — | — | 60.79 | |
| RPO2026.05 | 56.02 | — | 58.55 | — | — | 61.31 | |
| CLIPBackbone=ViT-B/32, Shots=162025.03 | 54.17 | 58.21 | 56.12 | — | — | — | |
| CLIPBackbone=ViT-B/32, Shots=42025.03 | 54.17 | — | 56.12 | — | — | 58.21 | |
| CLIP2022.12 | 53.24 | 59.9 | 56.37 | — | — | — |