Semi-supervised Domain Adaptation on DomainNet-3-shot
78.2Mean AccuracyMME† + PCL
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MME† + PCLBackbone=ResNet34, with FixMatch=true, probabilistic contrastive learning=true2021.11 | 78.2 | — | — | — | — | — | — | — | |
| ProMMBackbone=ResNet342021.11 | 77.4 | — | — | — | — | — | — | — | |
| MuVoBackbone=ResNet34, Shot=3-shot2026.01 | 77.4 | 80.6 | 76.7 | 80.6 | 72.1 | 74.5 | 73.7 | 83.6 | |
| MME* + PCLBackbone=ResNet34, probabilistic contrastive learning=true2021.11 | 76.9 | — | — | — | — | — | — | — | |
| CDAC + SLABackbone=ResNet34, Stochastic Label Aggregation=true2021.11 | 76.9 | — | — | — | — | — | — | — | |
| SLABackbone=ResNet34, Shot=3-shot2026.01 | 76.9 | 81.6 | 76 | 80.3 | 71.3 | 73.5 | 73.5 | 82.5 | |
| MCLBackbone=ResNet342021.11 | 76.5 | — | — | — | — | — | — | — | |
| ECACL-PBackbone=ResNet342021.11 | 76.4 | — | — | — | — | — | — | — | |
| APCABackbone=ResNet34, Shot=3-shot2026.01 | 76.4 | 79.4 | 76.8 | 79.9 | 71.7 | 73.4 | 71.9 | 81.8 | |
| MME†Backbone=ResNet34, with FixMatch=true2021.11 | 76.1 | — | — | — | — | — | — | — | |
| CDACBackbone=Resnet342021.04 | 76 | 79.6 | 75.1 | 79.3 | 69.9 | 73.4 | 72.5 | 81.9 | |
| CDACBackbone=ResNet342021.11 | 76 | — | — | — | — | — | — | — | |
| CDACBackbone=ResNet34, Shot=3-shot2026.01 | 76 | 79.6 | 75.1 | 79.3 | 69.9 | 73.4 | 72.5 | 81.9 | |
| DECOTABackbone=ResNet34, Shot=3-shot2026.01 | 75.6 | 80.4 | 75.2 | 78.7 | 68.6 | 72.7 | 71.9 | 81.5 | |
| HDA+ToAlignBackbone=ResNet-34, Protocol=3-shot SSDA2021.06 | 73 | 75.7 | 72.9 | 75.6 | 66.2 | 71.1 | 66.4 | 83 | |
| S^3DBackbone=ResNet34, Shot=3-shot2026.01 | 72.1 | 75.9 | 72.1 | 75.1 | 64.4 | 70 | 66.7 | 80.3 | |
| HDABackbone=ResNet-34, Protocol=3-shot SSDA2021.06 | 71.8 | 74.5 | 71.5 | 73.9 | 65.9 | 70.1 | 65.9 | 81.9 | |
| APEBackbone=Resnet342021.04 | 71.7 | 76.6 | 72.1 | 76.7 | 63.1 | 66.1 | 67.8 | 79.4 | |
| APEBackbone=ResNet34, Shot=3-shot2026.01 | 71.7 | 76.6 | 72.1 | 76.7 | 63.1 | 66.1 | 67.8 | 79.4 | |
| UODABackbone=Resnet342021.04 | 71.2 | 75.4 | 71.5 | 73.2 | 64.1 | 69.4 | 64.2 | 80.8 | |
| CANNBackbone=ResNet-34, Protocol=3-shot SSDA2021.06 | 71.2 | 75.4 | 71.5 | 73.2 | 64.1 | 69.4 | 64.2 | 80.8 | |
| GVBGBackbone=ResNet-34, Protocol=3-shot SSDA2021.06 | 70.6 | 73.3 | 68.7 | 72.9 | 65.3 | 66.6 | 68.5 | 79.2 | |
| Meta-MMEBackbone=Resnet342021.04 | 70.1 | 73.5 | 70.3 | 72.8 | 62.8 | 68 | 63.8 | 79.2 | |
| MetaMMEBackbone=ResNet-34, Protocol=3-shot SSDA2021.06 | 70.1 | 73.5 | 70.3 | 72.8 | 62.8 | 68 | 63.8 | 79.2 | |
| BIATBackbone=Resnet342021.04 | 69.7 | 74.9 | 68.8 | 74.6 | 61.5 | 67.5 | 62.1 | 78.6 | |
| MME*Backbone=ResNet34, reimplemented=true2021.11 | 69.5 | — | — | — | — | — | — | — | |
| MMEBackbone=Resnet342021.04 | 68.9 | 72.2 | 69.7 | 71.7 | 61.8 | 66.8 | 61.9 | 78.5 | |
| MMEBackbone=ResNet-34, Protocol=3-shot SSDA2021.06 | 68.9 | 72.2 | 69.7 | 71.7 | 61.8 | 66.8 | 61.9 | 78.5 | |
| MMEBackbone=ResNet34, Shot=3-shot2026.01 | 68.9 | 72.2 | 69.7 | 71.7 | 61.8 | 66.8 | 61.9 | 78.5 | |
| ENTBackbone=Resnet342021.04 | 67.6 | 71 | 69.2 | 71.1 | 60 | 62.1 | 61.1 | 78.6 | |
| ENTBackbone=ResNet-34, Protocol=3-shot SSDA2021.06 | 67.6 | 71 | 69.2 | 71.1 | 60 | 62.1 | 61.1 | 78.6 | |
| ENTBackbone=ResNet34, Shot=3-shot2026.01 | 67.6 | 71 | 69.2 | 71.1 | 60 | 62.1 | 61.1 | 78.6 | |
| CDANBackbone=ResNet-34, Protocol=3-shot SSDA2021.06 | 66.5 | 69 | 67.3 | 68.4 | 57.8 | 65.3 | 59 | 78.5 | |
| UODAv2Backbone=ResNet34, Shot=3-shot2026.01 | 66.5 | 79.4 | 68.2 | 67.2 | 61.1 | 65.5 | 59.4 | 76.6 | |
| DANNBackbone=Resnet342021.04 | 60.7 | 59.8 | 62.8 | 59.6 | 55.4 | 59.9 | 54.9 | 72.2 | |
| DANNBackbone=ResNet34, Shot=3-shot2026.01 | 60.7 | 59.8 | 62.8 | 59.6 | 55.4 | 59.9 | 54.9 | 72.2 | |
| ADRBackbone=ResNet-34, Protocol=3-shot SSDA2021.06 | 60.4 | 60.7 | 61.9 | 60.7 | 54.4 | 59.9 | 51.1 | 74.2 | |
| S+TBackbone=Resnet342021.04 | 60 | 60 | 62.2 | 59.4 | 55 | 59.5 | 50.1 | 73.9 | |
| Source-OnlyBackbone=ResNet-34, Protocol=3-shot SSDA2021.06 | 60 | 60 | 62.2 | 59.4 | 55 | 59.5 | 50.1 | 73.9 | |
| S+TBackbone=ResNet34, Shot=3-shot2026.01 | 60 | 60 | 62.2 | 59.4 | 55 | 59.5 | 50.1 | 73.9 | |
| CDACBackbone=Alexnet2021.04 | 56.2 | 61.4 | 57.5 | 58.9 | 50.7 | 51.7 | 46.7 | 66.8 | |
| BIATBackbone=Alexnet2021.04 | 49.4 | 58.6 | 50.6 | 52 | 41.9 | 42.1 | 42 | 58.8 | |
| APEBackbone=Alexnet2021.04 | 48.9 | 54.6 | 50.5 | 52.1 | 42.6 | 42.2 | 38.7 | 61.4 | |
| Meta-MMEBackbone=Alexnet2021.04 | 48.8 | 56.4 | 50.2 | 51.9 | 39.6 | 43.7 | 38.7 | 60.7 | |
| MMEBackbone=Alexnet2021.04 | 48.2 | 55.6 | 49 | 51.7 | 39.4 | 43 | 37.9 | 60.7 | |
| S+TBackbone=Alexnet2021.04 | 43.4 | 47.1 | 45 | 44.9 | 36.4 | 38.4 | 33.3 | 58.7 | |
| DANNBackbone=Alexnet2021.04 | 42.4 | 46.1 | 43.8 | 41 | 36.5 | 38.9 | 33.4 | 57.3 | |
| ENTBackbone=Alexnet2021.04 | 39.8 | 45.5 | 42.6 | 40.4 | 31.1 | 29.6 | 29.6 | 60 |