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 1426–1450 of 1751 papers

Title	Date	Tasks	Status
UNIDECOR: A Unified Deception Corpus for Cross-Corpus Deception Detection	Jun 5, 2023	Cross-corpusDeception Detection	CodeCode Available
Collaborative Semantic Aggregation and Calibration for Federated Domain Generalization	Oct 13, 2021	Domain Generalization	CodeCode Available
Domain Generalization via Nuclear Norm Regularization	Mar 13, 2023	Domain Generalization	CodeCode Available
Domain Generalization via Model-Agnostic Learning of Semantic Features	Oct 29, 2019	Domain GeneralizationGeneral Knowledge	CodeCode Available
Meta-Reasoning: Semantics-Symbol Deconstruction for Large Language Models	Jun 30, 2023	Domain GeneralizationIn-Context Learning	CodeCode Available
CLAP-S: Support Set Based Adaptation for Downstream Fiber-optic Acoustic Recognition	Jan 16, 2025	Domain Generalization	CodeCode Available
Choosing Wisely and Learning Deeply: Selective Cross-Modality Distillation via CLIP for Domain Generalization	Nov 26, 2023	Domain Generalization	CodeCode Available
Certifying Out-of-Domain Generalization for Blackbox Functions	Feb 3, 2022	Domain Generalization	CodeCode Available
SAND-mask: An Enhanced Gradient Masking Strategy for the Discovery of Invariances in Domain Generalization	Jun 4, 2021	Domain GeneralizationSand	CodeCode Available
Leveraging Expert Guided Adversarial Augmentation For Improving Generalization in Named Entity Recognition	Mar 21, 2022	Domain Generalizationnamed-entity-recognition	CodeCode Available
CAMME: Adaptive Deepfake Image Detection with Multi-Modal Cross-Attention	May 23, 2025	DeepFake DetectionDomain Generalization	CodeCode Available
Learn to Preserve and Diversify: Parameter-Efficient Group with Orthogonal Regularization for Domain Generalization	Jul 21, 2024	Domain Generalizationparameter-efficient fine-tuning	CodeCode Available
Mind the Gap: Federated Learning Broadens Domain Generalization in Diagnostic AI Models	Oct 1, 2023	DiagnosticDiversity	CodeCode Available
The Data Challenge in Misinformation Detection: Source Reputation vs. Content Veracity	Nov 1, 2018	ArticlesDomain Generalization	CodeCode Available
Learning to Learn Single Domain Generalization	Mar 30, 2020	Domain GeneralizationMeta-Learning	CodeCode Available
CAM-Convs: Camera-Aware Multi-Scale Convolutions for Single-View Depth	Apr 3, 2019	3D Depth EstimationDepth Estimation	CodeCode Available
Mitigating Biases of Large Language Models in Stance Detection with Counterfactual Augmented Calibration	Feb 22, 2024	counterfactualDomain Generalization	CodeCode Available
1st Place Solution for ECCV 2022 OOD-CV Challenge Object Detection Track	Jan 12, 2023	Domain AdaptationDomain Generalization	CodeCode Available
Learning to Generalize towards Unseen Domains via a Content-Aware Style Invariant Model for Disease Detection from Chest X-rays	Feb 27, 2023	Domain AdaptationDomain Generalization	CodeCode Available
Domain generalization via invariant feature representation	Oct 18, 2013	Domain Generalization	CodeCode Available
Mitigating Label Noise using Prompt-Based Hyperbolic Meta-Learning in Open-Set Domain Generalization	Dec 24, 2024	DenoisingDomain Generalization	CodeCode Available
Calibration-Free Driver Drowsiness Classification based on Manifold-Level Augmentation	Dec 14, 2022	Brain Computer InterfaceData Augmentation	CodeCode Available
Domain Generalization Using a Mixture of Multiple Latent Domains	Nov 18, 2019	ClusteringDomain Generalization	CodeCode Available
The Two Dimensions of Worst-case Training and the Integrated Effect for Out-of-domain Generalization	Apr 9, 2022	BIG-bench Machine LearningDomain Generalization	CodeCode Available
Unified Deep Supervised Domain Adaptation and Generalization	Sep 28, 2017	Domain AdaptationDomain Generalization	CodeCode Available

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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