Image Classification on DigitsDG
73AccuracyFeature Modulation
Evaluation results
| Method | Links | |
|---|---|---|
| Feature ModulationLabels per class=10, Backbone=ResNet-18, Pre-trained=ImageNet, Evaluation protocol=leave-one-domain-out2025.03 | 73 | |
| FBCSALabels per class=10, Backbone=ResNet-18, Pre-trained=ImageNet, Evaluation protocol=leave-one-domain-out2025.03 | 70.4 | |
| FlexMatchLabels per class=10, Backbone=ResNet-18, Pre-trained=ImageNet, Evaluation protocol=leave-one-domain-out2025.03 | 68.9 | |
| DGWMLabels per class=10, Backbone=ResNet-18, Pre-trained=ImageNet, Evaluation protocol=leave-one-domain-out2025.03 | 68.4 | |
| FixMatchLabels per class=10, Backbone=ResNet-18, Pre-trained=ImageNet, Evaluation protocol=leave-one-domain-out2025.03 | 66.4 | |
| StyleMatchLabels per class=10, Backbone=ResNet-18, Pre-trained=ImageNet, Evaluation protocol=leave-one-domain-out2025.03 | 64.8 | |
| FBCSALabels per class=5, Backbone=ResNet-18, Pre-trained=ImageNet, Evaluation protocol=leave-one-domain-out2025.03 | 62 | |
| Feature ModulationLabels per class=5, Backbone=ResNet-18, Pre-trained=ImageNet, Evaluation protocol=leave-one-domain-out2025.03 | 59.7 | |
| DGWMLabels per class=5, Backbone=ResNet-18, Pre-trained=ImageNet, Evaluation protocol=leave-one-domain-out2025.03 | 57.4 | |
| FlexMatchLabels per class=5, Backbone=ResNet-18, Pre-trained=ImageNet, Evaluation protocol=leave-one-domain-out2025.03 | 56.5 | |
| FixMatchLabels per class=5, Backbone=ResNet-18, Pre-trained=ImageNet, Evaluation protocol=leave-one-domain-out2025.03 | 56 | |
| StyleMatchLabels per class=5, Backbone=ResNet-18, Pre-trained=ImageNet, Evaluation protocol=leave-one-domain-out2025.03 | 55.7 | |
| FlexMatch + OursLabels per class=5, Evaluation protocol=leave-one-domain out, Average over seeds=52024.03 | 0.662 | |
| FreeMatch + OursLabels per class=5, Evaluation protocol=leave-one-domain out, Average over seeds=52024.03 | 0.65 | |
| FixMatch + OursLabels per class=5, Evaluation protocol=leave-one-domain out, Average over seeds=52024.03 | 0.62 | |
| FlexMatchLabels per class=5, Evaluation protocol=leave-one-domain out, Average over seeds=52024.03 | 0.59 | |
| FreeMatchLabels per class=5, Evaluation protocol=leave-one-domain out, Average over seeds=52024.03 | 0.589 | |
| StyleMatch + OursLabels per class=5, Evaluation protocol=leave-one-domain out, Average over seeds=52024.03 | 0.587 | |
| FixMatchLabels per class=5, Evaluation protocol=leave-one-domain out, Average over seeds=52024.03 | 0.56 | |
| StyleMatchLabels per class=5, Evaluation protocol=leave-one-domain out, Average over seeds=52024.03 | 0.557 | |
| EntMinLabels per class=5, Evaluation protocol=leave-one-domain out, Average over seeds=52024.03 | 0.287 | |
| MeanTeacherLabels per class=5, Evaluation protocol=leave-one-domain out, Average over seeds=52024.03 | 0.285 | |
| ERMLabels per class=5, Evaluation protocol=leave-one-domain out, Average over seeds=52024.03 | 0.227 |