Open Partial Domain Adaptation on OfficeHome
68.2A2C AccMLNet
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MLNetEvaluation Protocol=OPDA, Backbone=ResNet-50, Optimizer=SGD, Batch Size=362023.12 | 68.2 | 83.8 | 85 | 73.6 | 78.2 | 82.2 | 75.2 | 64.7 | 85.1 | 78.8 | 69.9 | 83.9 | 77.4 | |
| UniOTEvaluation Protocol=OPDA, Backbone=ResNet-50, Optimizer=SGD, Batch Size=362023.12 | 67.3 | 80.5 | 86 | 73.5 | 77.3 | 84.3 | 75.5 | 63.3 | 86 | 77.8 | 65.4 | 81.9 | 76.6 | |
| GATEEvaluation Protocol=OPDA, Backbone=ResNet-50, Optimizer=SGD, Batch Size=362023.12 | 63.8 | 75.9 | 81.4 | 74 | 72.1 | 79.8 | 74.7 | 70.3 | 82.7 | 79.1 | 71.5 | 81.7 | 75.6 | |
| OVANetEvaluation Protocol=OPDA, Backbone=ResNet-50, Optimizer=SGD, Batch Size=362023.12 | 62.2 | 79 | 80 | 69.2 | 70.5 | 76.5 | 70.9 | 59.5 | 80.9 | 76.8 | 62.8 | 79.6 | 72.3 | |
| TNTEvaluation Protocol=OPDA, Backbone=ResNet-50, Optimizer=SGD, Batch Size=362023.12 | 61.9 | 74.6 | 80.2 | 73.5 | 71.4 | 79.6 | 74.2 | 69.5 | 82.7 | 77.3 | 70.1 | 81.2 | 74.7 | |
| DANCEEvaluation Protocol=OPDA, Backbone=ResNet-50, Optimizer=SGD, Batch Size=362023.12 | 61 | 60.4 | 64.9 | 65.7 | 58.8 | 61.8 | 73.1 | 61.2 | 66.6 | 67.7 | 62.4 | 63.7 | 63.9 | |
| NCALEvaluation Protocol=OPDA, Backbone=ResNet-50, Optimizer=SGD, Batch Size=362023.12 | 59.1 | 88.3 | 87.3 | 72.1 | 73.2 | 81 | 76.3 | 57.4 | 88.4 | 81.1 | 62 | 85.4 | 75.9 | |
| CPREvaluation Protocol=OPDA, Backbone=ResNet-50, Optimizer=SGD, Batch Size=362023.12 | 59 | 77.1 | 83.7 | 69.7 | 68.1 | 75.4 | 74.6 | 56.1 | 78.9 | 80.5 | 63 | 81 | 72.3 | |
| DCCEvaluation Protocol=OPDA, Backbone=ResNet-50, Optimizer=SGD, Batch Size=362023.12 | 58 | 54.1 | 58 | 74.6 | 70.6 | 77.5 | 64.3 | 73.6 | 74.9 | 81 | 75.1 | 80.4 | 70.2 | |
| CMUEvaluation Protocol=OPDA, Backbone=ResNet-50, Optimizer=SGD, Batch Size=362023.12 | 56 | 56.6 | 59.2 | 67 | 64.3 | 67.8 | 54.7 | 51.1 | 66.4 | 68.2 | 57.9 | 69.7 | 61.6 | |
| UANEvaluation Protocol=OPDA, Backbone=ResNet-50, Optimizer=SGD, Batch Size=362023.12 | 51.6 | 51.7 | 54.3 | 61.7 | 57.6 | 61.9 | 50.4 | 47.6 | 61.5 | 62.9 | 52.6 | 65.2 | 56.6 |