Semi-supervised Domain Adaptation on DomainNet 1-shot
76.1Mean AccuracyProMM
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ProMMBackbone=ResNet342021.11 | 76.1 | — | — | — | — | — | — | — | |
| MuVoBackbone=ResNet34, Shot=1-shot2026.01 | 75.7 | 79.5 | 76.2 | 77.9 | 69.4 | 72.7 | 72.2 | 81.8 | |
| MME† + PCLBackbone=ResNet34, with FixMatch=true, probabilistic contrastive learning=true2021.11 | 75.1 | — | — | — | — | — | — | — | |
| CDAC + SLABackbone=ResNet34, Stochastic Label Aggregation=true2021.11 | 75 | — | — | — | — | — | — | — | |
| SLABackbone=ResNet34, Shot=1-shot2026.01 | 75 | 79.8 | 75.6 | 77.4 | 68.1 | 71.7 | 71.7 | 80.4 | |
| APCABackbone=ResNet34, Shot=1-shot2026.01 | 74.6 | 77.4 | 74.2 | 77.1 | 70.2 | 73.3 | 70.1 | 80.2 | |
| MCLBackbone=ResNet342021.11 | 74.4 | — | — | — | — | — | — | — | |
| DECOTABackbone=ResNet34, Shot=1-shot2026.01 | 73.9 | 79.1 | 74.9 | 76.9 | 65.1 | 72 | 69.7 | 79.6 | |
| CDACBackbone=Resnet342021.04 | 73.6 | 77.4 | 74.2 | 75.5 | 67.6 | 71 | 69.2 | 80.4 | |
| CDACBackbone=ResNet342021.11 | 73.6 | — | — | — | — | — | — | — | |
| CDACBackbone=ResNet34, Shot=1-shot2026.01 | 73.6 | 77.4 | 74.2 | 75.5 | 67.6 | 71 | 69.2 | 80.4 | |
| MME* + PCLBackbone=ResNet34, probabilistic contrastive learning=true2021.11 | 73.5 | — | — | — | — | — | — | — | |
| MME†Backbone=ResNet34, with FixMatch=true2021.11 | 72.9 | — | — | — | — | — | — | — | |
| ECACL-PBackbone=ResNet342021.11 | 72.8 | — | — | — | — | — | — | — | |
| HDA+ToAlignBackbone=ResNet-34, Evaluation Protocol=one-shot2021.06 | 70.6 | 73 | 72 | 71.7 | 63 | 69.3 | 64.6 | 80.8 | |
| HDABackbone=ResNet-34, Evaluation Protocol=one-shot2021.06 | 70 | 72.4 | 71 | 71 | 63.6 | 68.8 | 64.2 | 79.9 | |
| S^3DBackbone=ResNet34, Shot=1-shot2026.01 | 69.9 | 73.3 | 68.9 | 73.4 | 60.8 | 68.2 | 65.1 | 79.5 | |
| UODABackbone=Resnet342021.04 | 68.5 | 72.7 | 70.3 | 69.8 | 60.5 | 66.4 | 62.7 | 77.3 | |
| CANNBackbone=ResNet-34, Evaluation Protocol=one-shot2021.06 | 68.5 | 72.7 | 70.3 | 69.8 | 60.5 | 66.4 | 62.7 | 77.3 | |
| GVBGBackbone=ResNet-34, Evaluation Protocol=one-shot2021.06 | 68.4 | 70.8 | 65.9 | 71.1 | 62.4 | 65.1 | 67.1 | 76.8 | |
| MME*Backbone=ResNet34, reimplemented=true2021.11 | 67.9 | — | — | — | — | — | — | — | |
| APEBackbone=Resnet342021.04 | 67.6 | 70.4 | 70.8 | 72.9 | 56.7 | 64.5 | 63 | 76.6 | |
| APEBackbone=ResNet34, Shot=1-shot2026.01 | 67.6 | 70.4 | 70.8 | 72.9 | 56.7 | 64.5 | 63 | 76.6 | |
| BIATBackbone=Resnet342021.04 | 67.1 | 73 | 68 | 71.6 | 57.9 | 63.9 | 58.5 | 77 | |
| MMEBackbone=Resnet342021.04 | 66.4 | 70 | 67.7 | 69 | 56.3 | 64.8 | 61 | 76.1 | |
| MMEBackbone=ResNet-34, Evaluation Protocol=one-shot2021.06 | 66.4 | 70 | 67.7 | 69 | 56.3 | 64.8 | 61 | 76.1 | |
| MMEBackbone=ResNet34, Shot=1-shot2026.01 | 66.4 | 70 | 67.7 | 69 | 56.3 | 64.8 | 61 | 76.1 | |
| ENTBackbone=Resnet342021.04 | 62.6 | 65.2 | 65.9 | 65.4 | 54.6 | 59.7 | 52.1 | 75 | |
| ENTBackbone=ResNet-34, Evaluation Protocol=one-shot2021.06 | 62.6 | 65.2 | 65.9 | 65.4 | 54.6 | 59.7 | 52.1 | 75 | |
| ENTBackbone=ResNet34, Shot=1-shot2026.01 | 62.6 | 65.2 | 65.9 | 65.4 | 54.6 | 59.7 | 52.1 | 75 | |
| UODAv2Backbone=ResNet34, Shot=1-shot2026.01 | 62.6 | 77 | 66.8 | 61.6 | 55.3 | 63.4 | 52.8 | 73.6 | |
| CDANBackbone=ResNet-34, Evaluation Protocol=one-shot2021.06 | 62.5 | 65 | 64.9 | 63.7 | 53.1 | 63.4 | 54.5 | 73.2 | |
| DANNBackbone=Resnet342021.04 | 58.4 | 58.2 | 61.4 | 56.3 | 52.8 | 57.4 | 52.2 | 70.3 | |
| DANNBackbone=ResNet-34, Evaluation Protocol=one-shot2021.06 | 58.4 | 58.2 | 61.4 | 56.3 | 52.8 | 57.4 | 52.2 | 70.3 | |
| DANNBackbone=ResNet34, Shot=1-shot2026.01 | 58.4 | 58.2 | 61.4 | 56.3 | 52.8 | 57.4 | 52.2 | 70.3 | |
| ADRBackbone=ResNet-34, Evaluation Protocol=one-shot2021.06 | 57.6 | 57.1 | 61.3 | 57 | 51 | 56 | 49 | 72 | |
| S+TBackbone=Resnet342021.04 | 56.9 | 55.6 | 60.6 | 56.8 | 50.8 | 56 | 46.3 | 71.8 | |
| Source-OnlyBackbone=ResNet-34, Evaluation Protocol=one-shot2021.06 | 56.9 | 55.6 | 60.6 | 56.8 | 50.8 | 56 | 46.3 | 71.8 | |
| S+TBackbone=ResNet34, Shot=1-shot2026.01 | 56.9 | 55.6 | 60.6 | 56.8 | 50.8 | 56 | 46.3 | 71.8 | |
| CDACBackbone=Alexnet2021.04 | 52.1 | 56.9 | 55.9 | 51.6 | 44.8 | 48.1 | 44.1 | 63.8 | |
| BIATBackbone=Alexnet2021.04 | 45.5 | 54.2 | 49.2 | 44 | 37.7 | 39.6 | 37.2 | 56.9 | |
| APEBackbone=Alexnet2021.04 | 44.6 | 47.7 | 49 | 46.9 | 38.5 | 38.5 | 33.8 | 57.5 | |
| MMEBackbone=Alexnet2021.04 | 44.2 | 48.9 | 48 | 46.7 | 36.3 | 39.4 | 33.3 | 56.8 | |
| DANNBackbone=Alexnet2021.04 | 40.4 | 43.3 | 41.6 | 39.1 | 35.9 | 36.9 | 32.5 | 53.5 | |
| S+TBackbone=Alexnet2021.04 | 40 | 43.3 | 42.4 | 40.1 | 33.6 | 35.7 | 29.1 | 55.8 | |
| ENTBackbone=Alexnet2021.04 | 29.1 | 37 | 35.6 | 26.8 | 18.9 | 15.1 | 18 | 52.2 |