Domain Generalization

The idea of Domain Generalization is to learn from one or multiple training domains, to extract a domain-agnostic model which can be applied to an unseen domain

Source: Diagram Image Retrieval using Sketch-Based Deep Learning and Transfer Learning

Papers

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Showing 726–750 of 1751 papers

Title	Date	Tasks	Status	Score
Dynamic-Pix2Pix: Noise Injected cGAN for Modeling Input and Target Domain Joint Distributions with Limited Training Data	Nov 15, 2022	Domain Generalization	CodeCode Available	5
Activation Regression for Continuous Domain Generalization with Applications to Crop Classification	Apr 14, 2022	Crop ClassificationDomain Adaptation	CodeCode Available	5
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation	Jul 1, 2023	DecoderDomain Adaptation	CodeCode Available	5
Leveraging Expert Guided Adversarial Augmentation For Improving Generalization in Named Entity Recognition	Mar 21, 2022	Domain Generalizationnamed-entity-recognition	CodeCode Available	5
OpenStance: Real-world Zero-shot Stance Detection	Oct 25, 2022	Domain GeneralizationNatural Language Inference	CodeCode Available	5
LatentDR: Improving Model Generalization Through Sample-Aware Latent Degradation and Restoration	Aug 28, 2023	Domain Generalization	CodeCode Available	5
Assessing out-of-domain generalization for robust building damage detection	Nov 20, 2020	Domain Generalization	CodeCode Available	5
Balanced Direction from Multifarious Choices: Arithmetic Meta-Learning for Domain Generalization	Mar 23, 2025	Domain GeneralizationMeta-Learning	CodeCode Available	5
LawngNLI: A Long-Premise Benchmark for In-Domain Generalization from Short to Long Contexts and for Implication-Based Retrieval	Dec 6, 2022	Domain GeneralizationNatural Language Inference	CodeCode Available	5
Language-Driven Dual Style Mixing for Single-Domain Generalized Object Detection	May 12, 2025	Domain GeneralizationImage Augmentation	CodeCode Available	5
Joint covariate-alignment and concept-alignment: a framework for domain generalization	Aug 1, 2022	Concept AlignmentDomain Generalization	CodeCode Available	5
Learning an Explicit Hyperparameter Prediction Function Conditioned on Tasks	Jul 6, 2021	BIG-bench Machine LearningDomain Generalization	CodeCode Available	5
IRS: Incremental Relationship-guided Segmentation for Digital Pathology	May 28, 2025	Continual LearningDomain Generalization	CodeCode Available	5
Invariant Models for Causal Transfer Learning	Jul 19, 2015	Domain GeneralizationTransfer Learning	CodeCode Available	5
DomCLP: Domain-wise Contrastive Learning with Prototype Mixup for Unsupervised Domain Generalization	Dec 12, 2024	Contrastive LearningDomain Generalization	CodeCode Available	5
DomainSum: A Hierarchical Benchmark for Fine-Grained Domain Shift in Abstractive Text Summarization	Oct 21, 2024	Abstractive Text SummarizationDomain Generalization	CodeCode Available	5
Barycentric-alignment and reconstruction loss minimization for domain generalization	Sep 4, 2021	Domain GeneralizationRepresentation Learning	CodeCode Available	5
Learning Beyond Experience: Generalizing to Unseen State Space with Reservoir Computing	Jun 5, 2025	Domain Generalization	CodeCode Available	5
Domain Separation Networks	Aug 22, 2016	Domain AdaptationDomain Generalization	CodeCode Available	5
A separability-based approach to quantifying generalization: which layer is best?	May 2, 2024	Domain AdaptationDomain Generalization	CodeCode Available	5
Mixstyle-Entropy: Domain Generalization with Causal Intervention and Perturbation	Aug 7, 2024	Domain Generalization	CodeCode Available	5
ConDiSR: Contrastive Disentanglement and Style Regularization for Single Domain Generalization	Mar 14, 2024	ClassificationDisentanglement	CodeCode Available	5
Foresee What You Will Learn: Data Augmentation for Domain Generalization in Non-stationary Environment	Jan 19, 2023	Data AugmentationDomain Generalization	CodeCode Available	5
Conditional entropy minimization principle for learning domain invariant representation features	Jan 25, 2022	Domain Generalization	CodeCode Available	5
Domain-Inspired Sharpness-Aware Minimization Under Domain Shifts	May 29, 2024	Domain Generalizationparameter-efficient fine-tuning	CodeCode Available	5

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All datasets PACS VizWiz-Classification ImageNet-C Office-Home ImageNet-A ImageNet-R DomainNet VLCS TerraIncognita GTA-to-Avg(Cityscapes,BDD,Mapillary)ImageNet-Sketch GTA5 to Cityscapes

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SIMPLE+	Average Accuracy	99	—	Unverified
2	PromptStyler (CLIP, ViT-L/14)	Average Accuracy	98.6	—	Unverified
3	GMDG (RegNetY-16GF, SWAD)	Average Accuracy	97.9	—	Unverified
4	D-Triplet(RegNetY-16GF)	Average Accuracy	97.6	—	Unverified
5	MoA (OpenCLIP, ViT-B/16)	Average Accuracy	97.4	—	Unverified
6	GMDG (e RegNetY-16GF)	Average Accuracy	97.3	—	Unverified
7	PromptStyler (CLIP, ViT-B/16)	Average Accuracy	97.2	—	Unverified
8	SPG (CLIP, ViT-B/16)	Average Accuracy	97	—	Unverified
9	CAR-FT (CLIP, ViT-B/16)	Average Accuracy	96.8	—	Unverified
10	MIRO (RegNetY-16GF, SWAD)	Average Accuracy	96.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ViT-8/B-224	Accuracy - Clean Images	450	—	Unverified
2	VOLO-D5	Accuracy - All Images	57.2	—	Unverified
3	ConvNeXt-B	Accuracy - All Images	53.5	—	Unverified
4	ResNeXt-101 32x16d	Accuracy - All Images	51.7	—	Unverified
5	EfficientNet-B8 (advprop+autoaug)	Accuracy - All Images	50.5	—	Unverified
6	EfficientNet-B7 (advprop+autoaug)	Accuracy - All Images	49.7	—	Unverified
7	EfficientNet-B6 (advprop+autoaug)	Accuracy - All Images	49.6	—	Unverified
8	EfficientNet-B5 (advprop+autoaug)	Accuracy - All Images	49.1	—	Unverified
9	ViT-16/L-224	Accuracy - All Images	49	—	Unverified
10	ResNet-50 (gn)	Accuracy - All Images	48.9	—	Unverified