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 651–675 of 1751 papers

Title	Date	Tasks	Status	Hype
Gradient-Map-Guided Adaptive Domain Generalization for Cross Modality MRI Segmentation	Nov 16, 2023	Domain GeneralizationMedical Diagnosis	CodeCode Available	1
Back to Basics: A Simple Recipe for Improving Out-of-Domain Retrieval in Dense Encoders	Nov 16, 2023	Data AugmentationDomain Generalization	CodeCode Available	1
MADG: Margin-based Adversarial Learning for Domain Generalization	Nov 14, 2023	Domain Generalization	—Unverified	0
Domain Generalization by Learning from Privileged Medical Imaging Information	Nov 10, 2023	Domain Generalization	—Unverified	0
EEG-DG: A Multi-Source Domain Generalization Framework for Motor Imagery EEG Classification	Nov 9, 2023	Brain Computer InterfaceClassification	CodeCode Available	0
COLA: COarse-LAbel multi-source LiDAR semantic segmentation for autonomous driving	Nov 6, 2023	Autonomous DrivingCoLA	—Unverified	0
Learning Class and Domain Augmentations for Single-Source Open-Domain Generalization	Nov 5, 2023	Domain Generalization	—Unverified	0
SSL-DG: Rethinking and Fusing Semi-supervised Learning and Domain Generalization in Medical Image Segmentation	Nov 5, 2023	Data AugmentationDomain Generalization	CodeCode Available	0
Robust Fine-Tuning of Vision-Language Models for Domain Generalization	Nov 3, 2023	Domain GeneralizationFew-Shot Learning	CodeCode Available	0
Distilling Out-of-Distribution Robustness from Vision-Language Foundation Models	Nov 2, 2023	Data AugmentationDomain Generalization	CodeCode Available	1
Invariant-Feature Subspace Recovery: A New Class of Provable Domain Generalization Algorithms	Nov 2, 2023	Binary ClassificationDomain Generalization	CodeCode Available	1
Align Your Prompts: Test-Time Prompting with Distribution Alignment for Zero-Shot Generalization	Nov 2, 2023	Domain GeneralizationPrompt Learning	—Unverified	0
VQA-GEN: A Visual Question Answering Benchmark for Domain Generalization	Nov 1, 2023	Domain GeneralizationQuestion Answering	—Unverified	0
StableFDG: Style and Attention Based Learning for Federated Domain Generalization	Nov 1, 2023	DiversityDomain Generalization	—Unverified	0
Harmonization-enriched domain adaptation with light fine-tuning for multiple sclerosis lesion segmentation	Oct 31, 2023	Domain AdaptationDomain Generalization	—Unverified	0
Histopathological Image Analysis with Style-Augmented Feature Domain Mixing for Improved Generalization	Oct 31, 2023	Data AugmentationDomain Generalization	CodeCode Available	0
From Denoising Training to Test-Time Adaptation: Enhancing Domain Generalization for Medical Image Segmentation	Oct 31, 2023	DecoderDenoising	CodeCode Available	1
SimMMDG: A Simple and Effective Framework for Multi-modal Domain Generalization	Oct 30, 2023	Contrastive LearningDiversity	CodeCode Available	1
Seeking Flat Minima with Mean Teacher on Semi- and Weakly-Supervised Domain Generalization for Object Detection	Oct 30, 2023	Domain AdaptationDomain Generalization	—Unverified	0
Domain Generalization in Computational Pathology: Survey and Guidelines	Oct 30, 2023	BenchmarkingDiagnostic	—Unverified	0
Generalizing to Unseen Domains in Diabetic Retinopathy Classification	Oct 26, 2023	ClassificationDomain Generalization	CodeCode Available	0
Bayesian Domain Invariant Learning via Posterior Generalization of Parameter Distributions	Oct 25, 2023	Domain GeneralizationVariational Inference	—Unverified	0
ParisLuco3D: A high-quality target dataset for domain generalization of LiDAR perception	Oct 25, 2023	Autonomous DrivingDomain Adaptation	—Unverified	0
Mitigate Domain Shift by Primary-Auxiliary Objectives Association for Generalizing Person ReID	Oct 24, 2023	Auxiliary LearningDomain Generalization	—Unverified	0
DoGE: Domain Reweighting with Generalization Estimation	Oct 23, 2023	Domain GeneralizationLanguage Modelling	—Unverified	0

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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