Multi-Domain Classification on Office-Home (test)
86.76Accuracy (Art)TPT
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TPTVisual Encoder=ViT-L/142024.06 | 86.76 | 74.76 | 92.42 | 92.95 | 86.72 | — | |
| WATT-SVisual Encoder=ViT-L/142024.06 | 84.43 | 75.43 | 91.88 | 94.06 | 86.45 | — | |
| TENTVisual Encoder=ViT-L/142024.06 | 82.61 | 72.51 | 90.97 | 92.75 | 84.71 | — | |
| CLIPVisual Encoder=ViT-L/142024.06 | 82.47 | 72.2 | 90.94 | 92.72 | 84.58 | — | |
| CLIPARTTVisual Encoder=ViT-L/142024.06 | 82.35 | 72.41 | 90.94 | 92.63 | 84.58 | — | |
| TPTVisual Encoder=ViT-B/162024.06 | 81.97 | 67.01 | 89 | 89.66 | 81.91 | — | |
| WATT-SVisual Encoder=ViT-B/162024.06 | 80.43 | 68.26 | 88.02 | 90.14 | 81.71 | — | |
| WATT-PVisual Encoder=ViT-B/162024.06 | 80.37 | 68.59 | 88.15 | 90.18 | 81.82 | — | |
| CLIPARTTVisual Encoder=ViT-B/162024.06 | 79.34 | 65.69 | 87.35 | 89.29 | 80.42 | — | |
| CLIPVisual Encoder=ViT-B/162024.06 | 79.3 | 65.15 | 87.34 | 89.31 | 80.28 | — | |
| TENTVisual Encoder=ViT-B/162024.06 | 79.26 | 65.64 | 87.49 | 89.5 | 80.47 | — | |
| MOMLWeighting Strategy=Multi-Objective Meta Learning2021.02 | 69.64 | 80.39 | 90.15 | 81.08 | 80.31 | — | |
| DMTLWeighting Strategy=Equal Weights (EW)2021.02 | 68.09 | 80.72 | 89.41 | 80.36 | 79.65 | — | |
| DMTLWeighting Strategy=Uncertainty Weighting (UW)2021.02 | 67.55 | 79.41 | 89.19 | 77.95 | 78.53 | — | |
| STLWeighting Strategy=Single-Task Learning2021.02 | 66.48 | 80.64 | 90.68 | 80.43 | 79.56 | — | |
| DMTLWeighting Strategy=Dynamic Weight Average (DWA), temperature parameter T=22021.02 | 65.28 | 79.41 | 89.51 | 79.14 | 78.33 | — | |
| DMTLWeighting Strategy=MGDA2021.02 | 64.14 | 78.11 | 89.62 | 79.68 | 77.89 | — | |
| SRMBackbone=ResNet-18, Evaluation Protocol=5-fold cross validation2019.03 | 40.5 | 64.97 | 76.12 | 56.3 | 59.47 | — | |
| SEBackbone=ResNet-18, Evaluation Protocol=5-fold cross validation2019.03 | 39.55 | 62.75 | 75.6 | 55.52 | 58.36 | — | |
| BaselineBackbone=ResNet-18, Evaluation Protocol=5-fold cross validation2019.03 | 37.49 | 60.73 | 72.81 | 52.12 | 55.47 | — | |
| HNPsshots=12023.10 | — | — | — | — | — | 76.29 | |
| HNPsshots=52023.10 | — | — | — | — | — | 80.8 | |
| MLTIshots=12023.10 | — | — | — | — | — | 70.69 | |
| MLTIshots=52023.10 | — | — | — | — | — | 79.59 | |
| MTL-bridgeshots=12023.10 | — | — | — | — | — | 64.31 | |
| MTL-bridgeshots=52023.10 | — | — | — | — | — | 75.1 |