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 451–475 of 1751 papers

Title	Date	Tasks	Status	Hype
SWAD: Domain Generalization by Seeking Flat Minima	Feb 17, 2021	Domain GeneralizationGeneralization Bounds	CodeCode Available	1
Domain Invariant Representation Learning with Domain Density Transformations	Feb 9, 2021	Domain GeneralizationRepresentation Learning	CodeCode Available	1
Learning domain-agnostic visual representation for computational pathology using medically-irrelevant style transfer augmentation	Feb 2, 2021	Data AugmentationDomain Adaptation	CodeCode Available	1
Style Normalization and Restitution for Domain Generalization and Adaptation	Jan 3, 2021	DisentanglementDomain Adaptation	CodeCode Available	1
DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic Augmentation	Dec 17, 2020	Domain GeneralizationImage Classification	CodeCode Available	1
MASKER: Masked Keyword Regularization for Reliable Text Classification	Dec 17, 2020	ClassificationDomain Generalization	CodeCode Available	1
Towards Recognizing New Semantic Concepts in New Visual Domains	Dec 16, 2020	Domain AdaptationDomain Generalization	CodeCode Available	1
Learning to Generalize Unseen Domains via Memory-based Multi-Source Meta-Learning for Person Re-Identification	Dec 1, 2020	Domain GeneralizationMeta-Learning	CodeCode Available	1
Domain Generalization via Entropy Regularization	Dec 1, 2020	Domain Generalization	CodeCode Available	1
Meta Batch-Instance Normalization for Generalizable Person Re-Identification	Nov 30, 2020	Data AugmentationDomain Generalization	CodeCode Available	1
Environment Inference for Invariant Learning	Oct 14, 2020	Domain GeneralizationFairness	CodeCode Available	1
Matching-space Stereo Networks for Cross-domain Generalization	Oct 14, 2020	Domain GeneralizationStereo Matching	CodeCode Available	1
Unseen Target Stance Detection with Adversarial Domain Generalization	Oct 12, 2020	Domain GeneralizationStance Detection	CodeCode Available	1
Permuted AdaIN: Reducing the Bias Towards Global Statistics in Image Classification	Oct 9, 2020	Domain AdaptationDomain Generalization	CodeCode Available	1
Domain Generalization for Medical Imaging Classification with Linear-Dependency Regularization	Sep 27, 2020	ClassificationDomain Generalization	CodeCode Available	1
Learning to Balance Specificity and Invariance for In and Out of Domain Generalization	Aug 28, 2020	Domain GeneralizationSpecificity	CodeCode Available	1
Domain Generalizer: A Few-shot Meta Learning Framework for Domain Generalization in Medical Imaging	Aug 18, 2020	Computed Tomography (CT)Domain Generalization	CodeCode Available	1
Informative Dropout for Robust Representation Learning: A Shape-bias Perspective	Aug 10, 2020	Domain GeneralizationRepresentation Learning	CodeCode Available	1
Dual Distribution Alignment Network for Generalizable Person Re-Identification	Jul 27, 2020	Domain GeneralizationGeneralizable Person Re-identification	CodeCode Available	1
Robust and Generalizable Visual Representation Learning via Random Convolutions	Jul 25, 2020	Data AugmentationDomain Generalization	CodeCode Available	1
Towards Recognizing Unseen Categories in Unseen Domains	Jul 23, 2020	Domain GeneralizationZero-Shot Learning	CodeCode Available	1
Learning to Generate Novel Domains for Domain Generalization	Jul 7, 2020	DiversityDomain Generalization	CodeCode Available	1
Adaptive Risk Minimization: Learning to Adapt to Domain Shift	Jul 6, 2020	BIG-bench Machine LearningDomain Generalization	CodeCode Available	1
DART: Open-Domain Structured Data Record to Text Generation	Jul 6, 2020	Domain GeneralizationSemantic Parsing	CodeCode Available	1
Self-Challenging Improves Cross-Domain Generalization	Jul 5, 2020	Domain Generalizationimage-classification	CodeCode Available	1

Show:10 25 50

← PrevPage 19 of 71Next →

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