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 1576–1600 of 1751 papers

Title	Date	Tasks	Status	Hype
Learning to Balance Specificity and Invariance for In and Out of Domain Generalization	Aug 28, 2020	Domain GeneralizationSpecificity	CodeCode Available	1
Random Style Transfer based Domain Generalization Networks Integrating Shape and Spatial Information	Aug 27, 2020	Domain GeneralizationImage Segmentation	—Unverified	0
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
Zero Shot Domain Generalization	Aug 17, 2020	Domain Generalization	CodeCode Available	0
Informative Dropout for Robust Representation Learning: A Shape-bias Perspective	Aug 10, 2020	Domain GeneralizationRepresentation Learning	CodeCode Available	1
Improving Explainability of Image Classification in Scenarios with Class Overlap: Application to COVID-19 and Pneumonia	Aug 6, 2020	Domain Generalizationimage-classification	—Unverified	0
Prompt Agnostic Essay Scorer: A Domain Generalization Approach to Cross-prompt Automated Essay Scoring	Aug 4, 2020	Automated Essay ScoringDomain Generalization	CodeCode Available	0
SimPose: Effectively Learning DensePose and Surface Normals of People from Simulated Data	Aug 1, 2020	Domain AdaptationDomain Generalization	—Unverified	0
SimPose: Effectively Learning DensePose and Surface Normals of People from Simulated Data	Jul 30, 2020	Domain AdaptationDomain Generalization	—Unverified	0
Discrepancy Minimization in Domain Generalization with Generative Nearest Neighbors	Jul 28, 2020	Domain Generalization	—Unverified	0
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
Self-Supervised Learning Across Domains	Jul 24, 2020	Domain AdaptationDomain Generalization	—Unverified	0
Towards Recognizing Unseen Categories in Unseen Domains	Jul 23, 2020	Domain GeneralizationZero-Shot Learning	CodeCode Available	1
Domain Generalization via Optimal Transport with Metric Similarity Learning	Jul 21, 2020	Domain GeneralizationMetric Learning	—Unverified	0
Accounting for Unobserved Confounding in Domain Generalization	Jul 21, 2020	Domain Generalization	—Unverified	0
Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization	Jul 18, 2020	Anomaly DetectionDomain Generalization	—Unverified	0
Learning to Learn with Variational Information Bottleneck for Domain Generalization	Jul 15, 2020	Domain GeneralizationMeta-Learning	—Unverified	0
Untapped Potential of Data Augmentation: A Domain Generalization Viewpoint	Jul 9, 2020	Data AugmentationDomain Generalization	—Unverified	0
Learning to Generate Novel Domains for Domain Generalization	Jul 7, 2020	DiversityDomain Generalization	CodeCode Available	1
DART: Open-Domain Structured Data Record to Text Generation	Jul 6, 2020	Domain GeneralizationSemantic Parsing	CodeCode Available	1
Adaptive Risk Minimization: Learning to Adapt to Domain Shift	Jul 6, 2020	BIG-bench Machine LearningDomain Generalization	CodeCode Available	1
Self-Challenging Improves Cross-Domain Generalization	Jul 5, 2020	Domain Generalizationimage-classification	CodeCode Available	1
Shape-aware Meta-learning for Generalizing Prostate MRI Segmentation to Unseen Domains	Jul 4, 2020	Domain GeneralizationMeta-Learning	CodeCode Available	1
In Search of Lost Domain Generalization	Jul 2, 2020	Domain GeneralizationModel Selection	CodeCode Available	1

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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