Semi-supervised Domain Adaptation on Office-Home 3-shot
78.1Mean AccuracyMME† + PCL
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MME† + PCLBackbone=ResNet34, with FixMatch=true, probabilistic contrastive learning=true2021.11 | 78.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ProMMBackbone=ResNet342021.11 | 77.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MCLBackbone=ResNet342021.11 | 77.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MME†Backbone=ResNet34, with FixMatch=true2021.11 | 76.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MuVoBackbone=ResNet342026.01 | 76.7 | 70.2 | 87.9 | 74 | 83.1 | 69.5 | 70 | 82.2 | 68.8 | 81.9 | 80.5 | 69.6 | 82.7 | |
| CDAC + SLABackbone=ResNet34, Stochastic Label Aggregation=true2021.11 | 76.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SLABackbone=ResNet342026.01 | 76.3 | 70.1 | 87.1 | 73.9 | 82.5 | 69.3 | 70.1 | 82.6 | 67.3 | 81.4 | 80.1 | 69.2 | 82.1 | |
| DECOTABackbone=ResNet342026.01 | 75.7 | 70.4 | 87.7 | 74 | 82.1 | 68 | 69.9 | 81.8 | 64 | 80.5 | 79 | 68 | 83.2 | |
| CLDANet=Resnet34, Setting=3-shot2021.06 | 75.5 | 66 | 87.6 | 76.7 | 82.2 | 63.9 | 72.4 | 81.4 | 63.4 | 81.3 | 80.3 | 70.5 | 80.9 | |
| CLDABackbone=ResNet342021.11 | 75.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MME* + PCLBackbone=ResNet34, probabilistic contrastive learning=true2021.11 | 75.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDACBackbone=ResNet342021.11 | 74.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDACBackbone=ResNet342026.01 | 74.8 | 67.8 | 85.6 | 72.2 | 81.9 | 67 | 67.5 | 80.3 | 65.9 | 80.6 | 80.2 | 67.4 | 81.4 | |
| CDACBackbone=Resnet34, Setting=3-shot2021.04 | 74.2 | 67.8 | 85.6 | 72.2 | 81.9 | 67 | 67.5 | 80.3 | 65.9 | 80.6 | 80.2 | 67.4 | 81.4 | |
| APEBackbone=Resnet34, Setting=3-shot2021.04 | 74 | 66.4 | 86.2 | 73.4 | 82 | 65.2 | 66.1 | 81.1 | 63.9 | 80.2 | 76.8 | 66.6 | 79.9 | |
| APENet=Resnet34, Setting=3-shot2021.06 | 74 | 66.4 | 86.2 | 73.4 | 82 | 65.2 | 66.1 | 81.1 | 63.9 | 80.2 | 76.8 | 66.6 | 79.9 | |
| APEBackbone=ResNet342026.01 | 74 | 66.4 | 86.2 | 73.4 | 82 | 65.2 | 66.1 | 81.1 | 63.9 | 80.2 | 76.8 | 66.6 | 79.9 | |
| MME*Backbone=ResNet34, reimplemented=true2021.11 | 73.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMEBackbone=Resnet34, Setting=3-shot2021.04 | 73.1 | 64.6 | 85.5 | 71.3 | 80.1 | 64.6 | 65.5 | 79 | 63.6 | 79.7 | 76.6 | 67.2 | 79.3 | |
| MMENet=Resnet34, Setting=3-shot2021.06 | 73.1 | 64.6 | 85.5 | 71.3 | 80.1 | 64.6 | 65.5 | 79 | 63.6 | 79.7 | 76.6 | 67.2 | 79.3 | |
| MMEBackbone=ResNet342026.01 | 73.1 | 64.6 | 85.5 | 71.3 | 80.1 | 64.6 | 65.5 | 79 | 63.6 | 79.7 | 76.6 | 67.2 | 79.3 | |
| ENTBackbone=Resnet34, Setting=3-shot2021.04 | 71.9 | 62.6 | 85.7 | 70.2 | 79.9 | 60.5 | 63.9 | 79.5 | 61.3 | 79.1 | 76.4 | 64.7 | 79.1 | |
| ENTNet=Resnet34, Setting=3-shot2021.06 | 71.9 | 62.6 | 85.7 | 70.2 | 79.9 | 60.5 | 63.9 | 79.5 | 61.3 | 79.1 | 76.4 | 64.7 | 79.1 | |
| ENTBackbone=ResNet342026.01 | 71.9 | 62.6 | 85.7 | 70.2 | 79.9 | 60.5 | 63.9 | 79.5 | 61.3 | 79.1 | 76.4 | 64.7 | 79.1 | |
| UODAv2Backbone=ResNet342026.01 | 69.5 | 59.3 | 83.6 | 68 | 78.3 | 56.8 | 61.8 | 78.6 | 55.7 | 75.3 | 74 | 63.3 | 78.9 | |
| S+TBackbone=Resnet34, Setting=3-shot2021.04 | 66.2 | 55.7 | 80.8 | 67.8 | 73.1 | 53.8 | 63.5 | 73.1 | 54 | 74.2 | 68.3 | 57.6 | 72.3 | |
| S+TNet=Resnet34, Setting=3-shot2021.06 | 66.2 | 55.7 | 80.8 | 67.8 | 73.1 | 53.8 | 63.5 | 73.1 | 54 | 74.2 | 68.3 | 57.6 | 72.3 | |
| S+TBackbone=ResNet342026.01 | 66.2 | 55.7 | 80.8 | 67.8 | 73.1 | 53.8 | 63.5 | 73.1 | 54 | 74.2 | 68.3 | 57.6 | 72.3 | |
| DANNBackbone=Resnet34, Setting=3-shot2021.04 | 63.5 | 57.3 | 75.5 | 65.2 | 69.2 | 51.8 | 56.6 | 68.3 | 54.7 | 73.8 | 67.1 | 55.1 | 67.5 | |
| DANNNet=Resnet34, Setting=3-shot2021.06 | 63.5 | 57.3 | 75.5 | 65.2 | 69.2 | 51.8 | 56.6 | 68.3 | 54.7 | 73.8 | 67.1 | 55.1 | 67.5 | |
| DANNBackbone=ResNet342026.01 | 63.5 | 57.3 | 75.5 | 65.2 | 69.2 | 51.8 | 56.6 | 68.3 | 54.7 | 73.8 | 67.1 | 55.1 | 67.5 | |
| CLDANet=Alexnet, Setting=3-shot2021.06 | 58.3 | 51.5 | 74.1 | 54.3 | 67 | 47.9 | 47 | 65.8 | 47.4 | 66.6 | 64.1 | 46.8 | 67.5 | |
| CDACBackbone=Alexnet, Setting=3-shot2021.04 | 56.8 | 54.9 | 75.8 | 51.8 | 64.3 | 51.3 | 43.6 | 65.1 | 47.5 | 63.1 | 63 | 44.9 | 65.6 | |
| BIATBackbone=Alexnet, Setting=3-shot2021.04 | 56.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BIATNet=Alexnet, Setting=3-shot2021.06 | 56.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| APEBackbone=Alexnet, Setting=3-shot2021.04 | 55.6 | 51.9 | 74.6 | 51.2 | 61.6 | 47.9 | 42.1 | 65.5 | 44.5 | 60.9 | 58.1 | 44.3 | 64.8 | |
| APENet=Alexnet, Setting=3-shot2021.06 | 55.6 | 51.9 | 74.6 | 51.2 | 61.6 | 47.9 | 42.1 | 65.5 | 44.5 | 60.9 | 58.1 | 44.3 | 64.8 | |
| MMEBackbone=Alexnet, Setting=3-shot2021.04 | 55.2 | 51.2 | 73 | 50.3 | 61.6 | 47.2 | 40.7 | 63.9 | 43.8 | 61.4 | 59.9 | 44.7 | 64.7 | |
| MMENet=Alexnet, Setting=3-shot2021.06 | 55.2 | 51.2 | 73 | 50.3 | 61.6 | 47.2 | 40.7 | 63.9 | 43.8 | 61.4 | 59.9 | 44.7 | 64.7 | |
| ENTBackbone=Alexnet, Setting=3-shot2021.04 | 50.9 | 44.9 | 70.4 | 47.1 | 60.3 | 41.2 | 34.6 | 60.7 | 37.8 | 60.5 | 58 | 31.8 | 63.4 | |
| ENTNet=Alexnet, Setting=3-shot2021.06 | 50.9 | 44.9 | 70.4 | 47.1 | 60.3 | 41.2 | 34.6 | 60.7 | 37.8 | 60.5 | 58 | 31.8 | 63.4 | |
| DANNBackbone=Alexnet, Setting=3-shot2021.04 | 50.3 | 47.2 | 66.7 | 46.6 | 58.1 | 44.4 | 36.1 | 57.2 | 39.8 | 56.6 | 54.3 | 38.6 | 57.9 | |
| DANNNet=Alexnet, Setting=3-shot2021.06 | 50.3 | 47.2 | 66.7 | 46.6 | 58.1 | 44.4 | 36.1 | 57.2 | 39.8 | 56.6 | 54.3 | 38.6 | 57.9 | |
| S+TBackbone=Alexnet, Setting=3-shot2021.04 | 50 | 44.6 | 66.7 | 47.7 | 57.8 | 44.4 | 36.1 | 57.6 | 38.8 | 57 | 54.3 | 37.5 | 57.9 | |
| S+TNet=Alexnet, Setting=3-shot2021.06 | 50 | 44.6 | 66.7 | 47.7 | 57.8 | 44.4 | 36.1 | 57 | 38.8 | 54.3 | 54.3 | 37.5 | 57.9 | |
| ADRNet=Alexnet, Setting=3-shot2021.06 | 44.5 | 37.8 | 63.5 | 45.4 | 53.5 | 32.5 | 32.2 | 49.5 | 31.8 | 53.4 | 49.7 | 34.2 | 50.4 | |
| CDANNet=Alexnet, Setting=3-shot2021.06 | 41.2 | 36.1 | 62.3 | 42.2 | 52.7 | 28 | 27.8 | 48.7 | 28 | 51.3 | 41 | 26.8 | 49.9 | |
| Meta-MMEBackbone=Alexnet, Setting=3-shot2021.04 | — | 50.3 | — | — | — | 48.3 | 40.3 | — | 44.5 | — | — | 44.5 | — | |
| Meta-MMEBackbone=Resnet34, Setting=3-shot2021.04 | — | 65.2 | — | — | — | 64.5 | 66.7 | — | 63.3 | — | — | 67.5 | — | |
| Meta-MMENet=Alexnet, Setting=3-shot2021.06 | — | 50.3 | — | — | — | 48.3 | 40.3 | — | 44.5 | — | — | 44.5 | — | |
| Meta-MMENet=Resnet34, Setting=3-shot2021.06 | — | 65.2 | — | — | — | 64.5 | 66.7 | — | 63.3 | — | — | 67.5 | — |