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 801–825 of 1751 papers

Title	Date	Tasks	Status	Score
Information Subtraction: Learning Representations for Conditional Entropy	Jan 2, 2025	Domain Generalization	CodeCode Available	5
PLACE dropout: A Progressive Layer-wise and Channel-wise Dropout for Domain Generalization	Dec 7, 2021	Domain Generalization	CodeCode Available	5
Collaborative Semantic Aggregation and Calibration for Federated Domain Generalization	Oct 13, 2021	Domain Generalization	CodeCode Available	5
Domain Generalization via Nuclear Norm Regularization	Mar 13, 2023	Domain Generalization	CodeCode Available	5
ADOD: Adaptive Domain-Aware Object Detection with Residual Attention for Underwater Environments	Dec 11, 2023	domain classificationDomain Generalization	CodeCode Available	5
GeneralizeFormer: Layer-Adaptive Model Generation across Test-Time Distribution Shifts	Feb 15, 2025	Domain Generalization	CodeCode Available	5
Domain Generalization via Model-Agnostic Learning of Semantic Features	Oct 29, 2019	Domain GeneralizationGeneral Knowledge	CodeCode Available	5
Domain generalization via invariant feature representation	Oct 18, 2013	Domain Generalization	CodeCode Available	5
Automated Domain Discovery from Multiple Sources to Improve Zero-Shot Generalization	Dec 17, 2021	Domain GeneralizationZero-shot Generalization	CodeCode Available	5
Learning Beyond Experience: Generalizing to Unseen State Space with Reservoir Computing	Jun 5, 2025	Domain Generalization	CodeCode Available	5
A principled approach to model validation in domain generalization	Apr 2, 2023	ClassificationDomain Generalization	CodeCode Available	5
Improved RAMEN: Towards Domain Generalization for Visual Question Answering	Sep 6, 2021	Domain GeneralizationQuestion Answering	CodeCode Available	5
Improving Domain Generalization by Learning without Forgetting: Application in Retail Checkout	Jul 12, 2022	Domain Generalization	CodeCode Available	5
Self-Supervised Learning for Videos: A Survey	Jun 18, 2022	Contrastive LearningDomain Generalization	CodeCode Available	5
Identifying Knowledge Editing Types in Large Language Models	Sep 29, 2024	Domain Generalizationknowledge editing	CodeCode Available	5
IMO: Greedy Layer-Wise Sparse Representation Learning for Out-of-Distribution Text Classification with Pre-trained Models	Apr 21, 2024	Domain GeneralizationRepresentation Learning	CodeCode Available	5
IMPaSh: A Novel Domain-shift Resistant Representation for Colorectal Cancer Tissue Classification	Aug 23, 2022	Contrastive LearningDomain Adaptation	CodeCode Available	5
Domain Generalization Using a Mixture of Multiple Latent Domains	Nov 18, 2019	ClusteringDomain Generalization	CodeCode Available	5
Domain Generalization through the Lens of Angular Invariance	Oct 28, 2022	Domain GeneralizationRepresentation Learning	CodeCode Available	5
Direct-Effect Risk Minimization for Domain Generalization	Nov 26, 2022	Causal InferenceDomain Generalization	CodeCode Available	5
Histopathological Image Analysis with Style-Augmented Feature Domain Mixing for Improved Generalization	Oct 31, 2023	Data AugmentationDomain Generalization	CodeCode Available	5
Beyond Interpretability: The Gains of Feature Monosemanticity on Model Robustness	Oct 27, 2024	Domain GeneralizationFew-Shot Learning	CodeCode Available	5
How Does Distribution Matching Help Domain Generalization: An Information-theoretic Analysis	Jun 14, 2024	Domain Generalization	CodeCode Available	5
Domain Generalization through Attenuation of Domain-Specific Information	Apr 9, 2025	Domain GeneralizationSemantic Segmentation	CodeCode Available	5
GS-EMA: Integrating Gradient Surgery Exponential Moving Average with Boundary-Aware Contrastive Learning for Enhanced Domain Generalization in Aneurysm Segmentation	Feb 23, 2024	Contrastive LearningDomain Adaptation	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