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 1120 of 48 papers

TitleStatusHype
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
Crafting Distribution Shifts for Validation and Training in Single Source Domain GeneralizationCode1
Prompting Segment Anything Model with Domain-Adaptive Prototype for Generalizable Medical Image SegmentationCode1
Structure-Aware Single-Source Generalization with Pixel-Level Disentanglement for Joint Optic Disc and Cup SegmentationCode1
Medical Image Segmentation via Single-Source Domain Generalization with Random Amplitude Spectrum SynthesisCode0
Double Gradient Reversal Network for Single-Source Domain Generalization in Multi-mode Fault Diagnosis0
FIESTA: Fourier-Based Semantic Augmentation with Uncertainty Guidance for Enhanced Domain Generalizability in Medical Image Segmentation0
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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