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 1126–1150 of 1751 papers

Title	Date	Tasks	Status	Hype
Joint covariate-alignment and concept-alignment: a framework for domain generalization	Aug 1, 2022	Concept AlignmentDomain Generalization	CodeCode Available	0
Benchmarking Azerbaijani Neural Machine Translation	Jul 29, 2022	BenchmarkingDomain Generalization	—Unverified	0
Towards Domain-agnostic Depth Completion	Jul 29, 2022	Depth CompletionDepth Estimation	CodeCode Available	1
Depth Field Networks for Generalizable Multi-view Scene Representation	Jul 28, 2022	Data AugmentationDepth Estimation	CodeCode Available	2
Diversity Boosted Learning for Domain Generalization with Large Number of Domains	Jul 28, 2022	DiversityDomain Generalization	—Unverified	0
AADG: Automatic Augmentation for Domain Generalization on Retinal Image Segmentation	Jul 27, 2022	Data AugmentationDeep Reinforcement Learning	CodeCode Available	1
Domain-invariant Feature Exploration for Domain Generalization	Jul 25, 2022	DiversityDomain Generalization	—Unverified	0
Self-Distilled Vision Transformer for Domain Generalization	Jul 25, 2022	Domain Generalization	CodeCode Available	0
Domain Decorrelation with Potential Energy Ranking	Jul 25, 2022	Domain Generalization	CodeCode Available	1
Jigsaw-ViT: Learning Jigsaw Puzzles in Vision Transformer	Jul 25, 2022	ClassificationDomain Generalization	CodeCode Available	1
Domain Generalization for Activity Recognition via Adaptive Feature Fusion	Jul 21, 2022	Activity RecognitionDomain Adaptation	—Unverified	0
Grounding Visual Representations with Texts for Domain Generalization	Jul 21, 2022	Domain Generalization	CodeCode Available	1
Adaptive Mixture of Experts Learning for Generalizable Face Anti-Spoofing	Jul 20, 2022	Domain GeneralizationFace Anti-Spoofing	—Unverified	0
Probable Domain Generalization via Quantile Risk Minimization	Jul 20, 2022	Domain Generalization	CodeCode Available	1
Measuring and signing fairness as performance under multiple stakeholder distributions	Jul 20, 2022	Domain GeneralizationFairness	—Unverified	0
Doge Tickets: Uncovering Domain-general Language Models by Playing Lottery Tickets	Jul 20, 2022	Domain Generalization	CodeCode Available	0
Tackling Long-Tailed Category Distribution Under Domain Shifts	Jul 20, 2022	Domain GeneralizationMeta-Learning	CodeCode Available	1
The Caltech Fish Counting Dataset: A Benchmark for Multiple-Object Tracking and Counting	Jul 19, 2022	Domain GeneralizationMultiple Object Tracking	CodeCode Available	1
Improving Domain Generalization by Learning without Forgetting: Application in Retail Checkout	Jul 12, 2022	Domain Generalization	CodeCode Available	0
Generalizing to Unseen Domains with Wasserstein Distributional Robustness under Limited Source Knowledge	Jul 11, 2022	Domain GeneralizationRotated MNIST	—Unverified	0
Adversarial Style Augmentation for Domain Generalized Urban-Scene Segmentation	Jul 11, 2022	Domain Generalizationimage-classification	CodeCode Available	0
Test-Time Adaptation via Self-Training with Nearest Neighbor Information	Jul 8, 2022	Domain GeneralizationPseudo Label	CodeCode Available	1
Style Interleaved Learning for Generalizable Person Re-identification	Jul 7, 2022	Computational EfficiencyDomain Generalization	CodeCode Available	0
Predicting Out-of-Domain Generalization with Neighborhood Invariance	Jul 5, 2022	Data AugmentationDomain Generalization	—Unverified	0
Temporal Generalization for Spoken Language Understanding	Jul 1, 2022	Domain GeneralizationSpoken Language Understanding	—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