Texture Classification on DTD (Base, Novel, HM)
85.67Base AccuracyMMRL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MMRL2026.04 | 85.67 | 65 | 73.82 | — | |
| HiCroPL2026.04 | 85.07 | 67.34 | 75.17 | — | |
| GAPL2026.04 | 84.3 | 69.4 | 76.13 | — | |
| PromptSRC2026.04 | 83.37 | 62.97 | 71.75 | — | |
| MMA2026.04 | 83.2 | 65.63 | 73.38 | — | |
| CoPrompt2026.04 | 83.13 | 64.73 | 72.79 | — | |
| TCP2026.04 | 82.77 | 58.07 | 68.25 | — | |
| MaPLe2026.04 | 80.36 | 59.18 | 68.16 | — | |
| CoOp2026.04 | 79.44 | 41.18 | 54.24 | — | |
| KgCoOp2026.04 | 77.55 | 54.99 | 64.35 | — | |
| CoCoOp2026.04 | 77.01 | 56 | 64.85 | — | |
| GalLoP + CAKIShots=42026.05 | 76.7 | 57.6 | 65.8 | — | |
| GalLoPShots=42026.05 | 75.6 | 56.7 | 64.8 | — | |
| PromptSRC + CAKIShots=42026.05 | 75.1 | 58.3 | 65.6 | — | |
| PromptSRCShots=42026.05 | 74.4 | 57.7 | 65 | — | |
| 2SFSVisual backbone=ViT-B/32, Shots per base class=4, Generalization setting=base-to-novel2025.03 | 74.23 | 56.76 | 64.33 | — | |
| TCP + CAKIShots=42026.05 | 73.6 | 57.6 | 64.6 | — | |
| TCPShots=42026.05 | 72.5 | 55.5 | 62.9 | — | |
| MaPLe + CAKIShots=42026.05 | 68.4 | 51.8 | 59 | — | |
| CoOp + CAKIShots=42026.05 | 67.7 | 55.2 | 60.8 | — | |
| MaPLeShots=42026.05 | 67.4 | 50.4 | 57.7 | — | |
| CoOpShots=42026.05 | 66.5 | 53.4 | 59.2 | — | |
| CoCoOp + CAKIShots=42026.05 | 64.5 | 56.4 | 60.2 | — | |
| CoCoOpShots=42026.05 | 63.8 | 55.1 | 59.1 | — | |
| MMAVisual backbone=ViT-B/32, Shots per base class=4, Generalization setting=base-to-novel2025.03 | 62.13 | 57.7 | 59.83 | — | |
| CLIPVisual backbone=ViT-B/32, Shots per base class=4, Generalization setting=base-to-novel2025.03 | 54.17 | 58.21 | 56.12 | — | |
| CLIPShots=42026.05 | 53.4 | 60 | 56.5 | — | |
| CLIPProtocol=Base-to-novel generalization2025.12 | — | — | — | 53.24 | |
| CLIPProtocol=Base-to-novel generalization2025.12 | — | — | — | 56.37 | |
| CoCoOpProtocol=Base-to-novel generalization2025.12 | — | — | — | 77.01 | |
| CoCoOpProtocol=Base-to-novel generalization2025.12 | — | — | — | 64.85 | |
| CoOpProtocol=Base-to-novel generalization2025.12 | — | — | — | 79.97 | |
| CoOpProtocol=Base-to-novel generalization2025.12 | — | — | — | 60.46 | |
| FARLProtocol=Base-to-novel generalization2025.12 | — | — | — | 85.03 | |
| FARLProtocol=Base-to-novel generalization2025.12 | — | — | — | 74 | |
| KgCoOpProtocol=Base-to-novel generalization2025.12 | — | — | — | 77.55 | |
| KgCoOpProtocol=Base-to-novel generalization2025.12 | — | — | — | 64.35 | |
| MaPLeProtocol=Base-to-novel generalization2025.12 | — | — | — | 80.36 | |
| MaPLeProtocol=Base-to-novel generalization2025.12 | — | — | — | 68.16 | |
| MetaPromptProtocol=Base-to-novel generalization2025.12 | — | — | — | 83.1 | |
| MetaPromptProtocol=Base-to-novel generalization2025.12 | — | — | — | 68.35 | |
| MMAProtocol=Base-to-novel generalization2025.12 | — | — | — | 83.2 | |
| MMAProtocol=Base-to-novel generalization2025.12 | — | — | — | 73.38 | |
| MMRLProtocol=Base-to-novel generalization2025.12 | — | — | — | 85.63 | |
| MMRLProtocol=Base-to-novel generalization2025.12 | — | — | — | 73.47 | |
| PLOTProtocol=Base-to-novel generalization2025.12 | — | — | — | 81.97 | |
| PLOTProtocol=Base-to-novel generalization2025.12 | — | — | — | 57.09 | |
| ProVPProtocol=Base-to-novel generalization2025.12 | — | — | — | 83.95 | |
| ProVPProtocol=Base-to-novel generalization2025.12 | — | — | — | 69.34 | |
| TCPProtocol=Base-to-novel generalization2025.12 | — | — | — | 82.77 | |
| TCPProtocol=Base-to-novel generalization2025.12 | — | — | — | 68.25 |