Object Recognition on VisDA C
97.8Accuracy (Plane)NLL-OT
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| NLL-OTType=Pred., Source Backbone=ResNet-101 / ViT, Target Backbone=ResNet-1012021.04 | 97.8 | 90.8 | 81.9 | 49.7 | 95.7 | 93.5 | 85.2 | 45.4 | 88.9 | 96.6 | 91.2 | 54.4 | 80.9 | |
| NLL-KLType=Pred., Source Backbone=ResNet-101 / ViT, Target Backbone=ResNet-1012021.04 | 97.6 | 91.1 | 82.1 | 49.2 | 95.8 | 93.5 | 86.2 | 44.6 | 89 | 96.4 | 91.4 | 54.8 | 81 | |
| TransDA*Type=Mod.2021.04 | 97.2 | 91.1 | 81 | 57.5 | 95.3 | 93.3 | 82.7 | 67.2 | 92 | 91.8 | 92.5 | 54.7 | 83 | |
| No Adapt.Type=Pred., Source Backbone=ResNet-101 / ViT, Target Backbone=ResNet-1012021.04 | 97 | 56.2 | 81 | 74.4 | 91.8 | 52 | 92.5 | 10.1 | 73.4 | 92.7 | 97 | 17.5 | 69.6 | |
| CANType=Data2021.04 | 97 | 87.2 | 82.5 | 74.3 | 97.8 | 96.2 | 90.8 | 80.7 | 96.6 | 96.3 | 87.5 | 59.9 | 87.2 | |
| HD-SHOTType=Pred., Source Backbone=ResNet-101 / ViT, Target Backbone=ResNet-1012021.04 | 96.7 | 91.7 | 81.8 | 48.4 | 95.1 | 98.5 | 83.1 | 60.1 | 92.2 | 87.7 | 88.4 | 65.3 | 82.4 | |
| DINEType=Pred., Source Backbone=ResNet-101 / ViT, Target Backbone=ResNet-1012021.04 | 96.6 | 91.9 | 83.1 | 58.2 | 95.3 | 97.8 | 85 | 73.6 | 91.9 | 94.9 | 92.2 | 60.7 | 85.1 | |
| DINE (full)Type=Pred., Source Backbone=ResNet-101 / ViT, Target Backbone=ResNet-1012021.04 | 96.6 | 91.9 | 82.9 | 57.9 | 95.4 | 97.8 | 84.5 | 73.1 | 91.7 | 95.1 | 92 | 60.9 | 85 | |
| SD-SHOTType=Pred., Source Backbone=ResNet-101 / ViT, Target Backbone=ResNet-1012021.04 | 96.3 | 91.1 | 80.3 | 46.4 | 93.9 | 98.2 | 81.5 | 58.6 | 90.9 | 85.5 | 88 | 63.8 | 81.2 | |
| SHOTType=Mod.2021.04 | 95.8 | 88.2 | 87.2 | 73.7 | 95.2 | 96.4 | 87.9 | 84.5 | 92.5 | 89.3 | 85.7 | 49.1 | 85.5 | |
| SHOT++Type=Mod.2021.04 | 95.8 | 88.3 | 90.5 | 84.7 | 97.9 | 98 | 92.9 | 85.3 | 97.5 | 92.9 | 93.9 | 32.3 | 87.5 | |
| DINE (full)Type=Pred.2021.04 | 95.3 | 85.9 | 80.1 | 53.4 | 93 | 37.7 | 80.7 | 79.2 | 86.3 | 89.9 | 85.7 | 60.4 | 77.3 | |
| STARType=Data2021.04 | 95 | 84 | 84.6 | 73 | 91.6 | 91.8 | 85.9 | 78.4 | 94.4 | 84.7 | 87 | 42.2 | 82.7 | |
| A2NetType=Mod.2021.04 | 94 | 87.8 | 85.6 | 66.8 | 93.7 | 95.1 | 85.8 | 81.2 | 91.6 | 88.2 | 86.5 | 56 | 84.3 | |
| ATDOC-NAType=Data2021.04 | 93.7 | 83 | 76.9 | 58.7 | 89.7 | 95.1 | 84.4 | 71.4 | 89.4 | 80 | 86.7 | 55.1 | 80.3 | |
| NLL-KLType=Pred.2021.04 | 82.7 | 83.4 | 76.7 | 44.9 | 90.9 | 38.5 | 78.4 | 71.6 | 82.4 | 80.3 | 82.9 | 50.4 | 71.9 | |
| NLL-OTType=Pred.2021.04 | 82.6 | 84.1 | 76.2 | 44.8 | 90.8 | 39.1 | 76.7 | 72 | 82.6 | 81.2 | 82.7 | 50.6 | 72 | |
| DINEType=Pred.2021.04 | 81.4 | 86.7 | 77.9 | 55.1 | 92.2 | 34.6 | 80.8 | 79.9 | 87.3 | 87.9 | 84.3 | 58.7 | 75.6 | |
| SD-SHOTType=Pred.2021.04 | 79.1 | 85.8 | 77.2 | 43.4 | 91.6 | 41 | 80 | 78.3 | 84.7 | 86.8 | 81.1 | 65.1 | 74.5 | |
| HD-SHOTType=Pred.2021.04 | 75.8 | 85.8 | 78 | 43.1 | 92 | 41 | 79.9 | 78.1 | 84.2 | 86.4 | 81 | 65.5 | 74.2 | |
| No Adapt.Type=Pred.2021.04 | 64.3 | 24.6 | 47.9 | 75.3 | 69.6 | 8.5 | 79 | 31.6 | 64.4 | 31 | 81.4 | 9.2 | 48.9 |