Unsupervised Domain Adaptation on ImageCLEF DA
91.9Average AccuracyDINE
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DINEType=Pred, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 91.9 | — | — | — | — | — | — | 97.8 | 96.6 | 81.3 | — | |
| DINE (full)Type=Pred, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 91.9 | — | — | — | — | — | — | 97.8 | 96.4 | 81.4 | — | |
| OursBackbone=ResNet-502021.10 | 91.6 | 82.4 | 95.3 | 97.9 | 95.2 | 81 | 98 | — | — | — | — | |
| DINE (w/o FT)Type=Pred, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 91.6 | — | — | — | — | — | — | 97.2 | 96.6 | 80.9 | — | |
| SRDCBackbone=ResNet-502021.10 | 90.9 | 80.8 | 94.7 | 97.8 | 94.1 | 80 | 97.7 | — | — | — | — | |
| DWLBackbone=ResNet-502021.03 | 90.5 | 82.3 | 94.8 | 98.1 | 92.8 | 77.9 | 97.2 | — | — | — | — | |
| RSDA-MSTNBackbone=ResNet-502021.10 | 90.5 | 79.8 | 94.5 | 98 | 94.2 | 79.2 | 97.3 | — | — | — | — | |
| DINEType=Pred, Source backbone=ResNet-50 & ViT, Target backbone=ResNet-502021.04 | 90.5 | — | — | — | — | — | — | 98 | 93.4 | 80.2 | — | |
| GLOT-DRBackbone=ResNet502022.03 | 90.4 | 81 | 93.8 | 98 | 93.3 | 79.7 | 96.3 | — | — | — | — | |
| DINE (full)Type=Pred, Source backbone=ResNet-50 & ViT, Target backbone=ResNet-502021.04 | 90.2 | — | — | — | — | — | — | 97.8 | 93 | 79.7 | — | |
| MCSDBackbone=ResNet-502021.10 | 90 | 79.2 | 96.2 | 96.8 | 93.8 | 77.8 | 96.2 | — | — | — | — | |
| SymNetsBackbone=ResNet-502021.10 | 89.9 | 80.2 | 93.6 | 97 | 93.4 | 78.7 | 96.4 | — | — | — | — | |
| BSP-TSABackbone=ResNet-502021.10 | 89.9 | 78.5 | 90.8 | 96.2 | 93.2 | 79.3 | 95.7 | — | — | — | — | |
| SymNets#Params=1x, FLOPs=1x2022.06 | 89.9 | 80.2 | 93.6 | 97 | 93.4 | 78.7 | 96.4 | — | — | — | — | |
| ETDBackbone=ResNet-502021.03 | 89.7 | 81 | 91.7 | 97.9 | 93.3 | 79.5 | 95 | — | — | — | — | |
| ETDBackbone=ResNet502022.03 | 89.7 | 81 | 91.7 | 97.9 | 93.3 | 79.5 | 95 | — | — | — | — | |
| CANBackbone=ResNet-502021.10 | 89.6 | 78.2 | 93.8 | 97.5 | 93.2 | 77 | 97.8 | — | — | — | — | |
| MFSANType=Data, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 89.4 | — | — | — | — | — | — | 95.4 | 93.6 | 79.1 | — | |
| SAFNBackbone=ResNet-502021.10 | 88.9 | 79.3 | 93.3 | 96.3 | 91.7 | 77.6 | 95.3 | — | — | — | — | |
| SlimDA#Params=1x, FLOPs=1x2022.06 | 88.9 | 79.2 | 92.3 | 97.5 | 91.2 | 76.7 | 96.5 | — | — | — | — | |
| SlimDA#Params=1/3.9x, FLOPs=1/4x2022.06 | 88.8 | 79 | 92.2 | 97.3 | 90.8 | 77.2 | 96.3 | — | — | — | 0.1 | |
| SlimDA#Params=1/1.9x, FLOPs=1/2x2022.06 | 88.7 | 79 | 92.3 | 97.3 | 90.8 | 76.8 | 96.2 | — | — | — | 0.2 | |
| DINE (w/o FT)Type=Pred, Source backbone=ResNet-50 & ViT, Target backbone=ResNet-502021.04 | 88.6 | — | — | — | — | — | — | 96.2 | 91.4 | 78.3 | — | |
| MDDBackbone=ResNet-502021.10 | 88.5 | 77.8 | 92.2 | 97.2 | 92.2 | 76.7 | 95 | — | — | — | — | |
| SymNets (impl.)#Params=1x, FLOPs=1x2022.06 | 88.5 | 78.8 | 92.2 | 96.7 | 91 | 76 | 96.2 | — | — | — | — | |
| SlimDA#Params=1/9.4x, FLOPs=1/8x2022.06 | 88.4 | 78.7 | 91.7 | 97.2 | 90.5 | 75.8 | 96.2 | — | — | — | 0.5 | |
| CADA-PBackbone=ResNet-502019.06 | 88.3 | 78 | 90.5 | 96.7 | 92 | 77.2 | 95.5 | — | — | — | — | |
| SImpAl101Type=Data, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 88.3 | — | — | — | — | — | — | 95.2 | 91.7 | 78 | — | |
| SlimDA#Params=1/12.8x, FLOPs=1/16x2022.06 | 88.3 | 78.8 | 91.5 | 97.3 | 90.2 | 76 | 96.2 | — | — | — | 0.6 | |
| CADA-ABackbone=ResNet-502019.06 | 88.2 | 78 | 91.5 | 96.3 | 91 | 77.1 | 95.3 | — | — | — | — | |
| CDAN+EBackbone=ResNet-502017.05 | 87.7 | 77.7 | 90.7 | 97.7 | 91.3 | 74.2 | 94.3 | — | — | — | — | |
| CDAN+E#Params=1x, FLOPs=1x2022.06 | 87.7 | 77.7 | 90.7 | 97.7 | 91.3 | 74.2 | 94.3 | — | — | — | — | |
| CDANBackbone=ResNet-502019.06 | 87.5 | 77.2 | 88.3 | 98.3 | 90.7 | 76.7 | 94 | — | — | — | — | |
| rRevGrad+CATBackbone=ResNet-502021.10 | 87.3 | 77.2 | 91 | 95.5 | 91.3 | 75.3 | 93.6 | — | — | — | — | |
| SHOTBackbone=ResNet-502021.10 | 87.2 | 78.3 | 90.2 | 94.3 | 88.8 | 76.3 | 95.2 | — | — | — | — | |
| SlimDA#Params=1/28.8x, FLOPs=1/32x2022.06 | 87.2 | 78.2 | 90.5 | 96.7 | 89.3 | 72.2 | 96 | — | — | — | 1.7 | |
| CDANBackbone=ResNet-502017.05 | 87.1 | 76.7 | 90.6 | 97 | 90.5 | 74.5 | 93.5 | — | — | — | — | |
| CDANBackbone=ResNet502022.03 | 87.1 | 76.7 | 90.6 | 97 | 90.5 | 74.5 | 93.5 | — | — | — | — | |
| SlimDA#Params=1/64x, FLOPs=1/64x2022.06 | 86.6 | 78.3 | 90.7 | 95.8 | 88.3 | 71.8 | 94.8 | — | — | — | 2.3 | |
| HAFNBackbone=ResNet-502021.03 | 86.3 | 76.9 | 89 | 94.4 | 89.6 | 74.9 | 92.9 | — | — | — | — | |
| CATBackbone=ResNet-502021.03 | 86.3 | 76.7 | 89 | 94.5 | 89.8 | 74 | 93.7 | — | — | — | — | |
| ADMP#Params=1/1.7 x2022.06 | 86.3 | 77.3 | 90.2 | 96.2 | 95.8 | 68.9 | 89.3 | — | — | — | — | |
| FixBiBackbone=ResNet-502021.10 | 86 | 75.7 | 90.7 | 94 | 89.5 | 71.7 | 94.2 | — | — | — | — | |
| No Adapt.Type=Pred, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 85.9 | — | — | — | — | — | — | 95.3 | 90.2 | 72 | — | |
| MADABackbone=ResNet2018.09 | 85.8 | 75 | 87.9 | 96 | 88.8 | 75.2 | 92.2 | — | — | — | — | |
| JANBackbone=ResNet-502017.05 | 85.8 | 76.8 | 88 | 94.7 | 89.5 | 74.2 | 91.7 | — | — | — | — | |
| JANBackbone=ResNet-502019.06 | 85.8 | 76.8 | 88 | 94.7 | 89.5 | 74.2 | 91.7 | — | — | — | — | |
| MADABackbone=ResNet-502019.06 | 85.8 | 75 | 87.9 | 96 | 88.8 | 75.2 | 92.2 | — | — | — | — | |
| JANBackbone=ResNet-502021.03 | 85.8 | 76.8 | 88 | 94.7 | 89.5 | 74.2 | 91.7 | — | — | — | — | |
| JANBackbone=ResNet502022.03 | 85.8 | 76.8 | 88.4 | 94.8 | 89.5 | 74.2 | 91.7 | — | — | — | — | |
| ADMP#Params=1/2.5 x2022.06 | 85.7 | 77 | 89.5 | 95.5 | 88.9 | 72.3 | 91.2 | — | — | — | — | |
| STAR (impl.)#Params=1x, FLOPs=1x2022.06 | 85.1 | 76.9 | 87.7 | 93.8 | 87.6 | 72.1 | 92.7 | — | — | — | — | |
| RevGradBackbone=ResNet2018.09 | 85 | 75 | 86 | 96.2 | 87 | 74.3 | 91.5 | — | — | — | — | |
| DANNBackbone=ResNet-502017.05 | 85 | 75 | 86 | 96.2 | 87 | 74.3 | 91.5 | — | — | — | — | |
| GRLBackbone=ResNet-502019.06 | 85 | 75 | 86 | 96.2 | 87 | 74.3 | 91.5 | — | — | — | — | |
| DANNBackbone=ResNet-502021.03 | 85 | 75 | 86 | 96.2 | 87 | 74.3 | 91.5 | — | — | — | — | |
| DANNBackbone=ResNet-502021.10 | 85 | 75 | 86 | 96.2 | 87 | 74.3 | 91.5 | — | — | — | — | |
| RevGrad#Params=1x, FLOPs=1x2022.06 | 85 | 75 | 86 | 96.2 | 87 | 74.3 | 91.5 | — | — | — | — | |
| MCD (impl.)#Params=1x, FLOPs=1x2022.06 | 85 | 77.2 | 87.2 | 93.8 | 87.7 | 71.8 | 92.5 | — | — | — | — | |
| DANNBackbone=ResNet502022.03 | 85 | 75 | 86 | 96.2 | 87 | 74.3 | 91.5 | — | — | — | — | |
| RTNBackbone=ResNet2018.09 | 84.9 | 75.6 | 86.8 | 95.3 | 86.9 | 72.7 | 92.2 | — | — | — | — | |
| RTNBackbone=ResNet-502019.06 | 84.9 | 75.6 | 86.8 | 95.3 | 86.9 | 72.7 | 92.2 | — | — | — | — | |
| No Adapt.Type=Pred, Source backbone=ResNet-50 & ViT, Target backbone=ResNet-502021.04 | 84 | — | — | — | — | — | — | 92.1 | 87.4 | 72.4 | — | |
| DANBackbone=ResNet2018.09 | 83.3 | 75 | 86.2 | 93.3 | 84.1 | 69.8 | 91.3 | — | — | — | — | |
| DANBackbone=ResNet-502019.06 | 83.3 | 75 | 86.2 | 93.3 | 84.1 | 69.8 | 91.3 | — | — | — | — | |
| JDDABackbone=ResNet-502021.10 | 83.3 | 77.5 | 86.7 | 86.3 | 86.3 | 72.5 | 90.6 | — | — | — | — | |
| DANBackbone=ResNet-502017.05 | 82.5 | 74.5 | 82.2 | 92.8 | 86.3 | 69.2 | 89.8 | — | — | — | — | |
| DANBackbone=ResNet-502021.03 | 82.5 | 74.5 | 82.2 | 92.8 | 86.3 | 69.2 | 89.8 | — | — | — | — | |
| DANBackbone=ResNet-502021.10 | 82.5 | 74.5 | 82.2 | 92.8 | 86.3 | 69.2 | 89.8 | — | — | — | — | |
| DAN#Params=1x, FLOPs=1x2022.06 | 82.5 | 74.5 | 82.2 | 92.8 | 86.3 | 69.2 | 89.8 | — | — | — | — | |
| PFANBackbone=AlexNet2018.11 | 80.9 | 68.5 | 84.4 | 92.2 | 82.3 | 66.3 | 91.7 | — | — | — | — | |
| ResNetBackbone=ResNet2018.09 | 80.7 | 74.8 | 83.9 | 91.5 | 78 | 65.5 | 91.2 | — | — | — | — | |
| ResNet-50Backbone=ResNet-502017.05 | 80.7 | 74.8 | 83.9 | 91.5 | 78 | 65.5 | 91.2 | — | — | — | — | |
| ResNetBackbone=ResNet-502019.06 | 80.7 | 74.8 | 83.9 | 91.5 | 78 | 65.5 | 91.2 | — | — | — | — | |
| ResNet50Backbone=ResNet-502021.03 | 80.7 | 74.8 | 83.9 | 91.5 | 78 | 65.5 | 91.2 | — | — | — | — | |
| Source ModelBackbone=ResNet-502021.10 | 80.7 | 74.8 | 83.9 | 91.5 | 78 | 65.5 | 91.2 | — | — | — | — | |
| Source Only#Params=1x, FLOPs=1x2022.06 | 80.7 | 74.8 | 83.9 | 91.5 | 78 | 65.5 | 91.2 | — | — | — | — | |
| ResNetBackbone=ResNet502022.03 | 80.7 | 74.8 | 83.9 | 91.5 | 78 | 65.5 | 91.3 | — | — | — | — | |
| DANBackbone=ResNet502022.03 | 80.7 | 74.8 | 83.9 | 91.5 | 78 | 65.5 | 91.3 | — | — | — | — | |
| IDDABackbone=AlexNet, Evaluation Protocol=Unsupervised Domain Adaptation2019.04 | 80.6 | 68.3 | 81.8 | 92.3 | 81.6 | 67.2 | 92.8 | — | — | — | — | |
| TCP#Params=1/1.7 x2022.06 | 80.6 | 75 | 82.6 | 92.5 | 80.8 | 66.2 | 86.5 | — | — | — | — | |
| CDAN+EBackbone=AlexNet2017.05 | 80.3 | 67 | 84.8 | 92.4 | 81.3 | 64.7 | 91.6 | — | — | — | — | |
| MSTNBackbone=AlexNet2018.11 | 80 | 67.3 | 82.8 | 91.5 | 81.7 | 65.3 | 91.2 | — | — | — | — | |
| MADABackbone=AlexNet2018.09 | 79.8 | 68.3 | 83 | 91 | 80.7 | 63.8 | 92.2 | — | — | — | — | |
| CDANBackbone=AlexNet2017.05 | 79.8 | 67.7 | 83.3 | 91.8 | 81.5 | 63 | 91.5 | — | — | — | — | |
| MADABackbone=AlexNet, Evaluation Protocol=Unsupervised Domain Adaptation2019.04 | 79.8 | 68.3 | 83 | 91 | 80.7 | 63.8 | 92.2 | — | — | — | — | |
| MADABackbone=AlexNet2018.11 | 79.8 | 68.3 | 83 | 91 | 80.7 | 63.8 | 92.2 | — | — | — | — | |
| JANBackbone=AlexNet2017.05 | 79.3 | 67.2 | 82.8 | 91.3 | 80 | 63.5 | 91 | — | — | — | — | |
| JANBackbone=AlexNet2018.11 | 79.3 | 67.2 | 82.8 | 91.3 | 80 | 63.5 | 91 | — | — | — | — | |
| RTNBackbone=AlexNet2018.09 | 78.4 | 67.4 | 82.3 | 89.5 | 78 | 63 | 90.1 | — | — | — | — | |
| RTNBackbone=AlexNet, Evaluation Protocol=Unsupervised Domain Adaptation2019.04 | 78.4 | 67.4 | 82.3 | 89.5 | 78 | 63 | 90.1 | — | — | — | — | |
| RevGradBackbone=AlexNet2018.09 | 78.2 | 66.5 | 81.8 | 89 | 79.8 | 63.5 | 88.7 | — | — | — | — | |
| DANNBackbone=AlexNet2017.05 | 78.2 | 66.5 | 81.8 | 89 | 79.8 | 63.5 | 88.7 | — | — | — | — | |
| GRLBackbone=AlexNet, Evaluation Protocol=Unsupervised Domain Adaptation2019.04 | 78.2 | 66.5 | 81.8 | 89 | 79.8 | 63.5 | 88.7 | — | — | — | — | |
| RevGradBackbone=AlexNet2018.11 | 78.2 | 66.5 | 81.8 | 89 | 79.8 | 63.5 | 88.7 | — | — | — | — | |
| DANBackbone=AlexNet2018.09 | 76.9 | 67.3 | 80.5 | 87.7 | 76 | 61.6 | 88.4 | — | — | — | — | |
| DANBackbone=AlexNet2017.05 | 76.9 | 67.3 | 80.5 | 87.7 | 76 | 61.6 | 88.4 | — | — | — | — | |
| DANBackbone=AlexNet, Evaluation Protocol=Unsupervised Domain Adaptation2019.04 | 76.9 | 67.3 | 80.5 | 87.7 | 76 | 61.6 | 88.4 | — | — | — | — | |
| DANBackbone=AlexNet2018.11 | 76.9 | 67.3 | 80.5 | 87.7 | 76 | 61.6 | 88.4 | — | — | — | — | |
| AlexNetBackbone=AlexNet2018.09 | 73.9 | 66.2 | 70 | 84.3 | 71.3 | 59.3 | 84.5 | — | — | — | — |