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 476–500 of 1751 papers

Title	Date	Tasks	Status	Hype
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
Measuring Robustness to Natural Distribution Shifts in Image Classification	Jul 1, 2020	ClassificationDomain Generalization	CodeCode Available	1
Improving robustness against common corruptions by covariate shift adaptation	Jun 30, 2020	Domain GeneralizationImage Classification	CodeCode Available	1
The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization	Jun 29, 2020	Data AugmentationDomain Generalization	CodeCode Available	1
PCW-Net: Pyramid Combination and Warping Cost Volume for Stereo Matching	Jun 23, 2020	Disparity EstimationDomain Generalization	CodeCode Available	1
Discriminative Feature Alignment: Improving Transferability of Unsupervised Domain Adaptation by Gaussian-guided Latent Alignment	Jun 23, 2020	Data AugmentationDecoder	CodeCode Available	1
Surpassing Real-World Source Training Data: Random 3D Characters for Generalizable Person Re-Identification	Jun 23, 2020	Domain GeneralizationGeneralizable Person Re-identification	CodeCode Available	1
A Universal Representation Transformer Layer for Few-Shot Image Classification	Jun 21, 2020	ClassificationDomain Generalization	CodeCode Available	1
Frustratingly Simple Domain Generalization via Image Stylization	Jun 19, 2020	Domain GeneralizationImage Stylization	CodeCode Available	1
Domain Generalization using Causal Matching	Jun 12, 2020	Data AugmentationDomain Generalization	CodeCode Available	1
Style Normalization and Restitution for Generalizable Person Re-identification	May 22, 2020	DisentanglementDomain Adaptation	CodeCode Available	1
Selecting Data Augmentation for Simulating Interventions	May 4, 2020	Data AugmentationDomain Generalization	CodeCode Available	1
Single-Side Domain Generalization for Face Anti-Spoofing	Apr 29, 2020	Domain GeneralizationFace Anti-Spoofing	CodeCode Available	1
Towards Data-Efficient Learning: A Benchmark for COVID-19 CT Lung and Infection Segmentation	Apr 27, 2020	Domain GeneralizationFew-Shot Learning	CodeCode Available	1
Regularizing Meta-Learning via Gradient Dropout	Apr 13, 2020	Domain GeneralizationMeta-Learning	CodeCode Available	1
Test-Time Adaptable Neural Networks for Robust Medical Image Segmentation	Apr 9, 2020	DenoisingDomain Generalization	CodeCode Available	1
Efficient Domain Generalization via Common-Specific Low-Rank Decomposition	Mar 28, 2020	Data AugmentationDomain Generalization	CodeCode Available	1
Generalizable Model-agnostic Semantic Segmentation via Target-specific Normalization	Mar 27, 2020	Domain GeneralizationSegmentation	CodeCode Available	1
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild	Mar 8, 2020	CPUDomain Generalization	CodeCode Available	1
Out-of-Distribution Generalization via Risk Extrapolation (REx)	Mar 2, 2020	Domain GeneralizationImage Classification	CodeCode Available	1
On Feature Normalization and Data Augmentation	Feb 25, 2020	Data AugmentationDomain Generalization	CodeCode Available	1
Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation	Jan 23, 2020	ClassificationCross-Domain Few-Shot	CodeCode Available	1
AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty	Dec 5, 2019	Domain Generalizationimage-classification	CodeCode Available	1
Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization	Nov 20, 2019	Domain GeneralizationNatural Language Inference	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