Object Recognition on Office 59 (test)
97.2Acc (A->D)TransDA*
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TransDA*Type=Mod., Backbone=ViT2021.04 | 97.2 | 95 | 73.7 | 99.3 | 79.3 | 99.6 | 90.7 | |
| RADACDANType=Data2021.04 | 96.1 | 96.2 | 77.5 | 99.3 | 77.4 | 100 | 91.1 | |
| SRDCType=Data2021.04 | 95.8 | 95.7 | 76.7 | 99.2 | 77.1 | 100 | 90.8 | |
| DINE (full)Type=Pred., Source Backbone=ViT, Target Backbone=ResNet-502021.04 | 95.5 | 94.8 | 81.2 | 98.5 | 82 | 99.7 | 91.9 | |
| SCDAMDDType=Data2021.04 | 95.4 | 95.3 | 77.2 | 99 | 75.9 | 100 | 90.5 | |
| SHOT++Type=Mod.2021.04 | 94.5 | 90.9 | 76.3 | 98.6 | 75.8 | 99.9 | 89.3 | |
| A2NetType=Mod.2021.04 | 94.5 | 94 | 76.7 | 99.2 | 76.1 | 100 | 90.1 | |
| DINEType=Pred., Source Backbone=ViT, Target Backbone=ResNet-502021.04 | 94.2 | 94.6 | 80.7 | 98.8 | 81.5 | 99.5 | 91.6 | |
| SHOTType=Mod.2021.04 | 93.9 | 90.1 | 75.3 | 98.7 | 75 | 99.9 | 88.8 | |
| DINE (full)Type=Pred., Backbone=ResNet-502021.04 | 91.7 | 87.5 | 72.9 | 96.3 | 73.7 | 98.5 | 86.7 | |
| NLL-KLType=Pred., Source Backbone=ViT, Target Backbone=ResNet-502021.04 | 91.7 | 91.8 | 76.3 | 97.2 | 78.4 | 99 | 89.1 | |
| DINEType=Pred., Backbone=ResNet-502021.04 | 91.6 | 86.8 | 72.2 | 96.2 | 73.3 | 98.6 | 86.4 | |
| SD-SHOTType=Pred., Source Backbone=ViT, Target Backbone=ResNet-502021.04 | 91.6 | 92.8 | 77.8 | 98.7 | 78.5 | 99.7 | 89.8 | |
| NLL-OTType=Pred., Source Backbone=ViT, Target Backbone=ResNet-502021.04 | 91.3 | 91.4 | 76.4 | 97.2 | 78.2 | 99.4 | 89 | |
| NLL-KLType=Pred., Backbone=ResNet-502021.04 | 89.4 | 86.8 | 65.1 | 94.8 | 67.1 | 98.7 | 83.6 | |
| SD-SHOTType=Pred., Backbone=ResNet-502021.04 | 89.2 | 83.7 | 67.9 | 95.3 | 71.1 | 97.1 | 84.1 | |
| NLL-OTType=Pred., Backbone=ResNet-502021.04 | 88.8 | 85.5 | 64.6 | 95.1 | 66.7 | 98.7 | 83.2 | |
| HD-SHOTType=Pred., Source Backbone=ViT, Target Backbone=ResNet-502021.04 | 88.8 | 90.9 | 75.3 | 97.7 | 77.7 | 99.5 | 88.3 | |
| No Adapt.Type=Pred., Source Backbone=ViT, Target Backbone=ResNet-502021.04 | 88.2 | 89.2 | 74.5 | 97.2 | 77.2 | 99.3 | 87.6 | |
| HD-SHOTType=Pred., Backbone=ResNet-502021.04 | 86.5 | 83.1 | 66.1 | 95.1 | 68.9 | 98.1 | 83 | |
| No Adapt.Type=Pred., Backbone=ResNet-502021.04 | 79.9 | 76.6 | 56.4 | 92.8 | 60.9 | 98.5 | 77.5 |