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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 601–625 of 1751 papers

Title	Date	Tasks	Status	Score
LFME: A Simple Framework for Learning from Multiple Experts in Domain Generalization	Oct 22, 2024	Domain Generalization	CodeCode Available	5
DGM-DR: Domain Generalization with Mutual Information Regularized Diabetic Retinopathy Classification	Sep 18, 2023	Domain GeneralizationModel Selection	CodeCode Available	5
Benchmarking Domain Generalization Algorithms in Computational Pathology	Sep 25, 2024	BenchmarkingData Augmentation	CodeCode Available	5
Learn to Preserve and Diversify: Parameter-Efficient Group with Orthogonal Regularization for Domain Generalization	Jul 21, 2024	Domain Generalizationparameter-efficient fine-tuning	CodeCode Available	5
Learning to Learn Single Domain Generalization	Mar 30, 2020	Domain GeneralizationMeta-Learning	CodeCode Available	5
Descriptor and Word Soups: Overcoming the Parameter Efficiency Accuracy Tradeoff for Out-of-Distribution Few-shot Learning	Nov 21, 2023	Domain GeneralizationFew-Shot Learning	CodeCode Available	5
Multi-View Action Recognition Using Contrastive Learning	Jan 3, 2023	Action RecognitionContrastive Learning	CodeCode Available	5
Probing the Robustness of Pre-trained Language Models for Entity Matching	Oct 1, 2022	Data AugmentationDomain Generalization	CodeCode Available	5
Learning Spectral-Decomposed Tokens for Domain Generalized Semantic Segmentation	Jul 26, 2024	Domain GeneralizationSemantic Segmentation	CodeCode Available	5
Learning to Adapt Frozen CLIP for Few-Shot Test-Time Domain Adaptation	Jan 15, 2025	Domain AdaptationDomain Generalization	CodeCode Available	5
Learning Semantic Role Labeling from Compatible Label Sequences	May 24, 2023	Domain GeneralizationSemantic Role Labeling	CodeCode Available	5
Adversarial Teacher-Student Representation Learning for Domain Generalization	Dec 1, 2021	Data AugmentationDomain Generalization	CodeCode Available	5
Learning Optimal Features via Partial Invariance	Jan 28, 2023	Domain Generalization	CodeCode Available	5
Deep Spatial Domain Generalization	Oct 3, 2022	Domain GeneralizationGraph Neural Network	CodeCode Available	5
BatStyler: Advancing Multi-category Style Generation for Source-free Domain Generalization	Jan 2, 2025	Domain GeneralizationSource-free Domain Generalization	CodeCode Available	5
Deep Shape Matching	Sep 11, 2017	Domain GeneralizationImage Retrieval	CodeCode Available	5
Generalizing to unseen domains via distribution matching	Nov 3, 2019	Domain GeneralizationLEMMA	CodeCode Available	5
Deep neural networks for choice analysis: Enhancing behavioral regularity with gradient regularization	Apr 23, 2024	Domain Generalization	CodeCode Available	5
Deep Multimodal Fusion for Generalizable Person Re-identification	Nov 2, 2022	Domain GeneralizationGeneralizable Person Re-identification	CodeCode Available	5
Barycentric-alignment and reconstruction loss minimization for domain generalization	Sep 4, 2021	Domain GeneralizationRepresentation Learning	CodeCode Available	5
Deep Graph Laplacian Regularization for Robust Denoising of Real Images	Jul 31, 2018	DenoisingDomain Generalization	CodeCode Available	5
A Causal Inspired Early-Branching Structure for Domain Generalization	Mar 13, 2024	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
Adversarial Style Augmentation for Domain Generalized Urban-Scene Segmentation	Jul 11, 2022	Domain Generalizationimage-classification	CodeCode Available	5
Adversarial Style Augmentation for Domain Generalization	Jan 30, 2023	domain classificationDomain Generalization	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