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
Mono2D: A Trainable Monogenic Layer for Robust Knee Cartilage Segmentation on Out-of-Distribution 2D Ultrasound Data0
Color-Quality Invariance for Robust Medical Image SegmentationCode0
Rethinking domain generalization in medical image segmentation: One image as one domain0
Multisource Collaborative Domain Generalization for Cross-Scene Remote Sensing Image Classification0
TIDE: Training Locally Interpretable Domain Generalization Models Enables Test-time Correction0
DRIFTS: Optimizing Domain Randomization with Synthetic Data and Weight Interpolation for Fetal Brain Tissue Segmentation0
Generalizable Single-Source Cross-modality Medical Image Segmentation via Invariant Causal MechanismsCode0
Domain Expansion and Boundary Growth for Open-Set Single-Source Domain Generalization0
Aligned Divergent Pathways for Omni-Domain Generalized Person Re-Identification0
Medical Image Segmentation via Single-Source Domain Generalization with Random Amplitude Spectrum SynthesisCode0
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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