SOTAVerified

Single-Source Domain Generalization

In this task a model is trained in a single source domain and then it is tested in a number of target domains

Papers

Showing 110 of 48 papers

TitleStatusHype
Avoiding Shortcuts: Enhancing Channel-Robust Specific Emitter Identification via Single-Source Domain GeneralizationCode2
Test-Time Domain Generalization via Universe Learning: A Multi-Graph Matching Approach for Medical Image SegmentationCode2
Language Guided Domain Generalized Medical Image SegmentationCode1
Causality-inspired Single-source Domain Generalization for Medical Image SegmentationCode1
Attention Consistency on Visual Corruptions for Single-Source Domain GeneralizationCode1
Frequency-mixed Single-source Domain Generalization for Medical Image SegmentationCode1
Crafting Distribution Shifts for Validation and Training in Single Source Domain GeneralizationCode1
Improved Test-Time Adaptation for Domain GeneralizationCode1
Cross-Domain Ensemble Distillation for Domain GeneralizationCode1
Improving Diversity with Adversarially Learned Transformations for Domain GeneralizationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Crafting-Shifts(ResNet18)Accuracy70.37Unverified
2MCL (ResNet18)Accuracy69.86Unverified
3ProRandConv (ResNet18)Accuracy68.88Unverified
4CADA (ResNet18)Accuracy68.41Unverified
5ITTA (ResNet18)Accuracy68.4Unverified
6XDED (ResNet18)Accuracy66.5Unverified
7ABA (ResNet18)Accuracy66.36Unverified
8GeoTexAug (ResNet18)Accuracy65Unverified
9SagNet (ResNet18)Accuracy61.9Unverified
10SelfReg (ResNet18)Accuracy59.59Unverified
#ModelMetricClaimedVerifiedStatus
1Crafting-Shifts(LeNet)Accuracy82.61Unverified
2ProRandConv (LeNet)Accuracy81.35Unverified
3CADA (LeNet)Accuracy80.56Unverified
4MCL (LeNet)Accuracy78.82Unverified
5MetaCNN (LeNet)Accuracy78.76Unverified
6ABA (LeNet)Accuracy76.72Unverified
7L2D (LeNet)Accuracy74.46Unverified