Unsupervised Domain Adaptation on DomainNet 126
85.5Accuracy (C->P)CGA
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CGASF=true, CLIP=true, Backbone=ResNet-502026.02 | 85.5 | 90.5 | 83.2 | 85.1 | 91.1 | 84.2 | 87 | 86 | 83.7 | 86.2 | 84.9 | 91.5 | 86.6 | |
| ProDe-VSF=true, CLIP=true, Backbone=ResNet-502026.02 | 83.2 | 92.4 | 79 | 85 | 92.3 | 79.3 | 85.5 | 83.1 | 79.1 | 85.5 | 83.4 | 92.4 | 85 | |
| DAMP-RSF=false, CLIP=true, Backbone=ResNet-502026.02 | 76.7 | 88.5 | 71.7 | 74.2 | 88.7 | 70.8 | 74.4 | 75.7 | 70.5 | 74.9 | 76.1 | 88.2 | 77.5 | |
| DIFO-VSF=true, CLIP=true, Backbone=ResNet-502026.02 | 76.6 | 87.2 | 74.9 | 80 | 87.4 | 75.6 | 80.8 | 77.3 | 75.5 | 80.5 | 76.7 | 87.3 | 80 | |
| DAPL-RNSF=false, CLIP=true, Backbone=ResNet-502026.02 | 72.4 | 87.6 | 65.9 | 72.7 | 87.6 | 65.6 | 73.2 | 72.4 | 66.2 | 73.8 | 72.9 | 87.8 | 74.8 | |
| ADCLIP-RNSF=false, CLIP=true, Backbone=ResNet-502026.02 | 71.7 | 88.1 | 66 | 73.2 | 86.9 | 65.2 | 73.6 | 73 | 68.4 | 72.3 | 74.2 | 89.3 | 75.2 | |
| CoWASF=true, CLIP=false, Backbone=ResNet-502026.02 | 64.6 | 80.6 | 60.6 | 66.2 | 79.8 | 60.8 | 69 | 67.2 | 60 | 69 | 65.8 | 79.9 | 68.6 | |
| SHOTSF=true, CLIP=false, Backbone=ResNet-502026.02 | 63.5 | 78.2 | 59.5 | 67.9 | 81.3 | 61.7 | 67.7 | 67.6 | 57.8 | 70.2 | 64 | 78 | 68.1 | |
| TPDSSF=true, CLIP=false, Backbone=ResNet-502026.02 | 62.9 | 77.1 | 59.8 | 65.6 | 79 | 61.5 | 66.4 | 67 | 58.2 | 68.6 | 64.3 | 75.3 | 67.1 | |
| NRCSF=true, CLIP=false, Backbone=ResNet-502026.02 | 62.6 | 77.1 | 58.3 | 62.9 | 81.3 | 60.7 | 64.7 | 69.4 | 58.7 | 69.4 | 65.8 | 78.7 | 67.5 | |
| GKDSF=true, CLIP=false, Backbone=ResNet-502026.02 | 61.4 | 77.4 | 60.3 | 69.6 | 81.4 | 63.2 | 68.3 | 68.4 | 59.5 | 71.5 | 65.2 | 77.6 | 68.7 | |
| AdaConSF=true, CLIP=false, Backbone=ResNet-502026.02 | 60.8 | 74.8 | 55.9 | 62.2 | 78.3 | 58.2 | 63.1 | 68.1 | 55.6 | 67.1 | 66 | 75.4 | 65.4 | |
| PLUESF=true, CLIP=false, Backbone=ResNet-502026.02 | 59.8 | 74 | 56 | 61.6 | 78.5 | 57.9 | 61.6 | 65.9 | 53.8 | 67.5 | 64.3 | 76 | 64.7 |