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 1301–1325 of 1751 papers

Title	Date	Tasks	Status	Hype
An Empirical Investigation of Domain Generalization with Empirical Risk Minimizers	Dec 1, 2021	Domain AdaptationDomain Generalization	—Unverified	0
Test-Time Classifier Adjustment Module for Model-Agnostic Domain Generalization	Dec 1, 2021	Domain GeneralizationStochastic Optimization	—Unverified	0
Adversarial Teacher-Student Representation Learning for Domain Generalization	Dec 1, 2021	Data AugmentationDomain Generalization	CodeCode Available	0
Unsupervised Domain Generalization for Person Re-identification: A Domain-specific Adaptive Framework	Nov 30, 2021	Domain AdaptationDomain Generalization	CodeCode Available	0
Pyramid Adversarial Training Improves ViT Performance	Nov 30, 2021	Adversarial AttackData Augmentation	CodeCode Available	0
TAL: Two-stream Adaptive Learning for Generalizable Person Re-identification	Nov 29, 2021	Domain GeneralizationGeneralizable Person Re-identification	—Unverified	0
Towards Principled Disentanglement for Domain Generalization	Nov 27, 2021	DisentanglementDomain Generalization	CodeCode Available	1
Calibrated Feature Decomposition for Generalizable Person Re-Identification	Nov 27, 2021	Domain GeneralizationGeneralizable Person Re-identification	CodeCode Available	1
On Learning Domain-Invariant Representations for Transfer Learning with Multiple Sources	Nov 27, 2021	Domain AdaptationDomain Generalization	—Unverified	0
Failure Modes of Domain Generalization Algorithms	Nov 26, 2021	Domain GeneralizationRepresentation Learning	CodeCode Available	0
Confounder Identification-free Causal Visual Feature Learning	Nov 26, 2021	Domain GeneralizationMeta-Learning	—Unverified	0
Domain Prompt Learning for Efficiently Adapting CLIP to Unseen Domains	Nov 25, 2021	Domain Generalizationimage-classification	CodeCode Available	1
Causality-inspired Single-source Domain Generalization for Medical Image Segmentation	Nov 24, 2021	Data AugmentationDomain Generalization	CodeCode Available	1
ViCE: Improving Dense Representation Learning by Superpixelization and Contrasting Cluster Assignment	Nov 24, 2021	Contrastive LearningDomain Generalization	CodeCode Available	0
Domain Generalization for Mammography Detection via Multi-style and Multi-view Contrastive Learning	Nov 21, 2021	Contrastive LearningDiversity	CodeCode Available	1
Federated Learning with Domain Generalization	Nov 20, 2021	Domain GeneralizationFederated Learning	—Unverified	0
Discrete Representations Strengthen Vision Transformer Robustness	Nov 20, 2021	Domain GeneralizationImage Classification	CodeCode Available	0
Semi-Supervised Domain Generalization with Evolving Intermediate Domain	Nov 19, 2021	Domain GeneralizationSemi-Supervised Domain Generalization	CodeCode Available	1
Invariant Language Modeling	Nov 16, 2021	Domain GeneralizationLanguage Modeling	—Unverified	0
Domain Generalization on Efficient Acoustic Scene Classification using Residual Normalization	Nov 12, 2021	Acoustic Scene ClassificationClassification	—Unverified	0
Masked Autoencoders Are Scalable Vision Learners	Nov 11, 2021	DecoderDomain Generalization	CodeCode Available	1
How to Select One Among All ? An Empirical Study Towards the Robustness of Knowledge Distillation in Natural Language Understanding	Nov 1, 2021	Adversarial RobustnessAll	—Unverified	0
Learning Domain Invariant Representations in Goal-conditioned Block MDPs	Oct 27, 2021	Deep Reinforcement LearningDomain Generalization	CodeCode Available	1
DEX: Domain Embedding Expansion for Generalized Person Re-identification	Oct 21, 2021	Domain AdaptationDomain Generalization	—Unverified	0
Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization	Oct 21, 2021	Domain GeneralizationModel Selection	CodeCode Available	1

Show:10 25 50

← PrevPage 53 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