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 2130 of 48 papers

TitleStatusHype
WIDIn: Wording Image for Domain-Invariant Representation in Single-Source Domain Generalization0
Unbiased Faster R-CNN for Single-source Domain Generalized Object Detection0
RaffeSDG: Random Frequency Filtering enabled Single-source Domain Generalization for Medical Image SegmentationCode1
Language Guided Domain Generalized Medical Image SegmentationCode1
MoreStyle: Relax Low-frequency Constraint of Fourier-based Image Reconstruction in Generalizable Medical Image SegmentationCode0
Leveraging SAM for Single-Source Domain Generalization in Medical Image SegmentationCode1
HD Maps are Lane Detection Generalizers: A Novel Generative Framework for Single-Source Domain Generalization0
Adversarial Bayesian Augmentation for Single-Source Domain GeneralizationCode0
Frequency-mixed Single-source Domain Generalization for Medical Image SegmentationCode1
CNN Feature Map Augmentation for Single-Source Domain Generalization0
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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