Image Classification on VisDA-C (val)
90.7AccuracyDePT-D
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DePT-DBackbone=ViT-B, Setting=TTA (Offline)2022.10 | 90.7 | — | 99.4 | 93.8 | 94.4 | 87.5 | 99.4 | 98 | 96.7 | 74.3 | 98.4 | 98.5 | 96.6 | 51 | |
| DePT-GBackbone=ViT-B, Setting=TTA (Offline)2022.10 | 90.6 | — | 99.2 | 93 | 93.4 | 85.6 | 99.4 | 98.6 | 96.7 | 76.2 | 98.2 | 97.9 | 96.6 | 52 | |
| AdaConBackbone=ViT-B, Setting=TTA (Offline)2022.10 | 89.2 | — | 99.5 | 94.2 | 91.2 | 83.7 | 98.9 | 97.7 | 96.8 | 71.5 | 96 | 98.7 | 97.9 | 45 | |
| DePT-SBackbone=ViT-B, Setting=TTA (Offline)2022.10 | 87.7 | — | 98.7 | 90.1 | 87.4 | 70.7 | 98.9 | 96 | 96.8 | 75.2 | 91.9 | 97.9 | 96.2 | 52.5 | |
| SHOTBackbone=ViT-B, Setting=TTA (Offline)2022.10 | 87.3 | — | 99.5 | 91.8 | 88.7 | 65.1 | 98.6 | 98 | 96 | 66.1 | 95.1 | 98.9 | 96.8 | 52.4 | |
| CANBackbone=R101, Setting=UDA2022.10 | 87.2 | — | 97 | 87.2 | 82.5 | 74.3 | 97.8 | 96.2 | 90.8 | 80.7 | 96.6 | 96.3 | 87.5 | 59.9 | |
| DePT-GBackbone=ViT-B, Setting=Online Setting2022.10 | 85.9 | — | 98.3 | 87.6 | 88.9 | 62.1 | 98.4 | 95.2 | 95.9 | 67.1 | 95.2 | 97.3 | 94.9 | 50.1 | |
| AdaConBackbone=ViT-B, Setting=Online Setting2022.10 | 81.3 | — | 95.4 | 75.2 | 83.4 | 64.2 | 95.8 | 93.2 | 92.4 | 65.3 | 92.6 | 82.9 | 95.1 | 39.7 | |
| MSTN with DSBNBackbone=ResNet-101, Training Stage=Stage 1 and 22019.05 | 80.2 | — | 94.7 | 86.7 | 76 | 72 | 95.2 | 75.1 | 87.9 | 81.3 | 91.1 | 68.9 | 88.3 | 45.5 | |
| TentBackbone=ViT-B, Setting=TTA (Offline)2022.10 | 79.2 | — | 99 | 76.9 | 79.2 | 80.8 | 93.9 | 84.2 | 95.9 | 54.5 | 74.6 | 92.9 | 95.6 | 22.9 | |
| MCCBackbone=R101, Setting=UDA2022.10 | 78.8 | — | 88.7 | 80.3 | 80.5 | 71.5 | 90.1 | 93.2 | 85 | 71.6 | 89.4 | 73.8 | 85 | 36.9 | |
| Generate To AdaptBackbone=ResNet-152, Adaptation Setting=Adapted2017.04 | 77.1 | 73.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SWDBackbone=R101, Setting=UDA2022.10 | 76.4 | — | 90.8 | 82.5 | 81.7 | 70.5 | 91.7 | 69.5 | 86.3 | 77.5 | 87.4 | 63.6 | 85.6 | 29.2 | |
| CPUA with DSBNBackbone=ResNet-101, Training Stage=Stage 1 and 22019.05 | 76.2 | — | 93 | 83.6 | 79.9 | 55.8 | 94.7 | 20.6 | 89.7 | 80.2 | 91.1 | 80.8 | 84.8 | 59.7 | |
| ADRBackbone=ResNet-1012019.05 | 74.8 | — | 87.8 | 79.5 | 83.7 | 65.3 | 92.3 | 61.8 | 88.9 | 73.2 | 87.8 | 60 | 85.5 | 32.3 | |
| CDANBackbone=R101, Setting=UDA2022.10 | 73.9 | — | 85.2 | 66.9 | 83 | 50.8 | 84.2 | 74.9 | 88.1 | 74.5 | 83.4 | 76 | 81.9 | 38 | |
| MSTN with DSBNBackbone=ResNet-101, Training Stage=Stage 12019.05 | 72.3 | — | 90.3 | 78.4 | 75 | 53.5 | 90.1 | 42.8 | 85.5 | 76.5 | 86.7 | 64.1 | 81.5 | 43.6 | |
| MCDBackbone=ResNet-1012019.05 | 71.9 | — | 87 | 60.9 | 83.7 | 64 | 88.9 | 79.6 | 84.7 | 76.9 | 88.6 | 40.3 | 83 | 25.8 | |
| CPUA with DSBNBackbone=ResNet-101, Training Stage=Stage 12019.05 | 71.9 | — | 91.1 | 77.2 | 84 | 49.5 | 90.7 | 37.9 | 87.8 | 76.6 | 85.6 | 60.9 | 78.1 | 43.9 | |
| SourceBackbone=ViT-B, Setting=TTA (Offline)2022.10 | 71.2 | — | 99 | 69.1 | 78.2 | 71.9 | 87.7 | 58.4 | 96.4 | 35 | 52.7 | 92.5 | 96 | 17.6 | |
| Generate To AdaptBackbone=ResNet-50, Adaptation Setting=Adapted2017.04 | 69.5 | 72.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CPUA (reproduced)Backbone=ResNet-1012019.05 | 66.6 | — | 90.7 | 53.4 | 79.6 | 59.9 | 87.9 | 18.7 | 94.5 | 61.6 | 90.4 | 51.3 | 81.8 | 29.3 | |
| MSTN (reproduced)Backbone=ResNet-1012019.05 | 65 | — | 89.3 | 49.5 | 74.3 | 67.6 | 90.1 | 16.6 | 93.6 | 70.1 | 86.5 | 40.4 | 83.2 | 18.5 | |
| Generate To AdaptBackbone=ResNet-18, Adaptation Setting=Adapted2017.04 | 63.1 | 78.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DANBackbone=ResNet-1012019.05 | 61.1 | — | 87.1 | 63 | 76.5 | 42 | 90.3 | 42.9 | 85.9 | 53.1 | 49.7 | 36.3 | 85.8 | 20.7 | |
| DANNBackbone=ResNet-1012019.05 | 57.4 | — | 81.9 | 77.7 | 82.8 | 44.3 | 81.2 | 29.5 | 65.1 | 28.6 | 51.9 | 54.6 | 82.8 | 7.8 | |
| DANNBackbone=R101, Setting=UDA2022.10 | 57.4 | — | 81.9 | 77.7 | 82.8 | 44.3 | 81.2 | 29.5 | 65.1 | 28.6 | 51.9 | 54.6 | 82.8 | 7.8 | |
| Source onlyBackbone=ResNet-1012019.05 | 52.4 | — | 55.1 | 53.3 | 61.9 | 59.1 | 80.6 | 17.9 | 79.7 | 31.2 | 81 | 26.5 | 73.5 | 8.5 | |
| ResNet-152 (Source-only)Backbone=ResNet-152, Adaptation Setting=Source-only2017.04 | 44.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ResNet-50 (Source-only)Backbone=ResNet-50, Adaptation Setting=Source-only2017.04 | 40.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ResNet-18 (Source-only)Backbone=ResNet-18, Adaptation Setting=Source-only2017.04 | 35.3 | — | — | — | — | — | — | — | — | — | — | — | — | — |