Image Classification on DTD (test) (Base, Novel, HM)
86.1Base AccuracyMMRL* + ReBaPL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MMRL* + ReBaPLre-run=true, distance metric=Wasserstein distance2025.11 | 86.1 | 65 | 74.08 | |
| MMRL*re-run=true2025.11 | 85.63 | 65.13 | 73.99 | |
| PromptSRCsetting=Base-to-Novel Generalization2025.12 | 83.37 | 62.97 | 71.75 | |
| RMAdaptersetting=Base-to-Novel Generalization2025.12 | 83.37 | 66.73 | 74.09 | |
| PromptSRC*re-run=true2025.11 | 83.33 | 61.3 | 70.64 | |
| MMAsetting=Base-to-Novel Generalization2025.12 | 83.2 | 65.63 | 73.38 | |
| CoPromptsetting=Base-to-Novel Generalization2025.12 | 83.13 | 64.73 | 72.79 | |
| TCPsetting=Base-to-Novel Generalization2025.12 | 82.77 | 58.07 | 68.25 | |
| MaPLe* + ReBaPLre-run=true, distance metric=MMD2025.11 | 82.5 | 61.6 | 70.53 | |
| MaPLe*re-run=true2025.11 | 81.3 | 57.5 | 67.36 | |
| MaPLesetting=Base-to-Novel Generalization2025.12 | 80.36 | 59.18 | 68.16 | |
| CoOpsetting=Base-to-Novel Generalization2025.12 | 79.44 | 41.18 | 54.24 | |
| CoOp2025.11 | 79.44 | 41.18 | 54.24 | |
| APP2025.11 | 78.4 | 48.9 | 60.2 | |
| KgCoOpsetting=Base-to-Novel Generalization2025.12 | 77.55 | 54.99 | 64.35 | |
| Co-CoOpsetting=Base-to-Novel Generalization2025.12 | 77.01 | 56 | 64.85 | |
| CoCoOp2025.11 | 77.01 | 56 | 64.85 | |
| CLIPsetting=Base-to-Novel Generalization2025.12 | 53.24 | 59.9 | 56.37 | |
| CLIP2025.11 | 53.24 | 59.9 | 56.37 |