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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–25 of 48 papers

Title	Date	Tasks	Status	Hype	Score
Test-Time Domain Generalization via Universe Learning: A Multi-Graph Matching Approach for Medical Image Segmentation	Mar 17, 2025	Domain AdaptationDomain Generalization	CodeCode Available	2	5
Avoiding Shortcuts: Enhancing Channel-Robust Specific Emitter Identification via Single-Source Domain Generalization	Jan 20, 2025	Contrastive LearningDomain Generalization	CodeCode Available	2	5
Leveraging SAM for Single-Source Domain Generalization in Medical Image Segmentation	Jan 4, 2024	Domain GeneralizationImage Segmentation	CodeCode Available	1	5
Crafting Distribution Shifts for Validation and Training in Single Source Domain Generalization	Sep 29, 2024	Domain GeneralizationImage to sketch recognition	CodeCode Available	1	5
RaffeSDG: Random Frequency Filtering enabled Single-source Domain Generalization for Medical Image Segmentation	May 2, 2024	Data AugmentationDomain Generalization	CodeCode Available	1	5
Rethinking Data Augmentation for Single-source Domain Generalization in Medical Image Segmentation	Nov 27, 2022	Data AugmentationDiversity	CodeCode Available	1	5
SelfReg: Self-supervised Contrastive Regularization for Domain Generalization	Apr 20, 2021	Contrastive LearningDomain Generalization	CodeCode Available	1	5
Structure-Aware Single-Source Generalization with Pixel-Level Disentanglement for Joint Optic Disc and Cup Segmentation	Sep 10, 2024	DisentanglementDomain Generalization	CodeCode Available	1	5
Improved Test-Time Adaptation for Domain Generalization	Apr 10, 2023	Domain GeneralizationImage to sketch recognition	CodeCode Available	1	5
Improving Diversity with Adversarially Learned Transformations for Domain Generalization	Jun 15, 2022	DiversityDomain Generalization	CodeCode Available	1	5
Attention Consistency on Visual Corruptions for Single-Source Domain Generalization	Apr 27, 2022	Domain GeneralizationSingle-Source Domain Generalization	CodeCode Available	1	5
Language Guided Domain Generalized Medical Image Segmentation	Apr 1, 2024	Contrastive LearningDomain Adaptation	CodeCode Available	1	5
Learning to Diversify for Single Domain Generalization	Aug 26, 2021	Domain GeneralizationPhoto to Rest Generalization	CodeCode Available	1	5
Cross-Domain Ensemble Distillation for Domain Generalization	Nov 25, 2022	Domain Generalizationimage-classification	CodeCode Available	1	5
Causality-inspired Single-source Domain Generalization for Medical Image Segmentation	Nov 24, 2021	Data AugmentationDomain Generalization	CodeCode Available	1	5
Frequency-mixed Single-source Domain Generalization for Medical Image Segmentation	Jul 18, 2023	Domain GeneralizationImage Segmentation	CodeCode Available	1	5
Prompting Segment Anything Model with Domain-Adaptive Prototype for Generalizable Medical Image Segmentation	Sep 19, 2024	Domain GeneralizationImage Segmentation	CodeCode Available	1	5
Meta Distribution Alignment for Generalizable Person Re-Identification	Jan 1, 2022	Domain GeneralizationGeneralizable Person Re-identification	CodeCode Available	0	5
Reducing Domain Gap by Reducing Style Bias	Oct 25, 2019	Domain AdaptationDomain Generalization	CodeCode Available	0	5
MoreStyle: Relax Low-frequency Constraint of Fourier-based Image Reconstruction in Generalizable Medical Image Segmentation	Mar 18, 2024	Data AugmentationDomain Generalization	CodeCode Available	0	5
Color-Quality Invariance for Robust Medical Image Segmentation	Feb 11, 2025	Domain GeneralizationImage Segmentation	CodeCode Available	0	5
Geometric and Textural Augmentation for Domain Gap Reduction	Jan 1, 2022	ObjectObject Recognition	CodeCode Available	0	5
Generalizable Single-Source Cross-modality Medical Image Segmentation via Invariant Causal Mechanisms	Nov 7, 2024	Domain GeneralizationImage Segmentation	CodeCode Available	0	5
Adversarial Bayesian Augmentation for Single-Source Domain Generalization	Jul 18, 2023	Data AugmentationDomain Generalization	CodeCode Available	0	5
Pseudo Multi-Source Domain Generalization: Bridging the Gap Between Single and Multi-Source Domain Generalization	May 29, 2025	Data AugmentationDomain Generalization	CodeCode Available	0	5

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All datasets PACS Digits-five

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Crafting-Shifts(ResNet18)	Accuracy	70.37	—	Unverified
2	MCL (ResNet18)	Accuracy	69.86	—	Unverified
3	ProRandConv (ResNet18)	Accuracy	68.88	—	Unverified
4	CADA (ResNet18)	Accuracy	68.41	—	Unverified
5	ITTA (ResNet18)	Accuracy	68.4	—	Unverified
6	XDED (ResNet18)	Accuracy	66.5	—	Unverified
7	ABA (ResNet18)	Accuracy	66.36	—	Unverified
8	GeoTexAug (ResNet18)	Accuracy	65	—	Unverified
9	SagNet (ResNet18)	Accuracy	61.9	—	Unverified
10	SelfReg (ResNet18)	Accuracy	59.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Crafting-Shifts(LeNet)	Accuracy	82.61	—	Unverified
2	ProRandConv (LeNet)	Accuracy	81.35	—	Unverified
3	CADA (LeNet)	Accuracy	80.56	—	Unverified
4	MCL (LeNet)	Accuracy	78.82	—	Unverified
5	MetaCNN (LeNet)	Accuracy	78.76	—	Unverified
6	ABA (LeNet)	Accuracy	76.72	—	Unverified
7	L2D (LeNet)	Accuracy	74.46	—	Unverified