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 876–900 of 1751 papers

Title	Date	Tasks	Status	Hype
APPLeNet: Visual Attention Parameterized Prompt Learning for Few-Shot Remote Sensing Image Generalization using CLIP	Apr 12, 2023	Domain GeneralizationPrompt Learning	CodeCode Available	1
Improved Test-Time Adaptation for Domain Generalization	Apr 10, 2023	Domain GeneralizationImage to sketch recognition	CodeCode Available	1
Supervised Contrastive Learning with Heterogeneous Similarity for Distribution Shifts	Apr 7, 2023	Contrastive LearningDomain Generalization	—Unverified	0
Meta-causal Learning for Single Domain Generalization	Apr 7, 2023	counterfactualCounterfactual Inference	—Unverified	0
Domain Generalization In Robust Invariant Representation	Apr 7, 2023	Domain GeneralizationObject Recognition	CodeCode Available	0
Exploiting the Complementarity of 2D and 3D Networks to Address Domain-Shift in 3D Semantic Segmentation	Apr 6, 2023	3D Semantic SegmentationAutonomous Driving	CodeCode Available	1
Multi-view Adversarial Discriminator: Mine the Non-causal Factors for Object Detection in Unseen Domains	Apr 6, 2023	DiversityDomain Generalization	CodeCode Available	1
Domain Generalization with Adversarial Intensity Attack for Medical Image Segmentation	Apr 5, 2023	DiversityDomain Generalization	—Unverified	0
Randomized Adversarial Style Perturbations for Domain Generalization	Apr 4, 2023	Domain Generalization	—Unverified	0
EPVT: Environment-aware Prompt Vision Transformer for Domain Generalization in Skin Lesion Recognition	Apr 4, 2023	Domain GeneralizationGeneral Knowledge	CodeCode Available	1
ERM++: An Improved Baseline for Domain Generalization	Apr 4, 2023	Domain Generalization	CodeCode Available	1
VNE: An Effective Method for Improving Deep Representation by Manipulating Eigenvalue Distribution	Apr 4, 2023	DisentanglementDomain Generalization	CodeCode Available	1
Domain Generalization for Crop Segmentation with Standardized Ensemble Knowledge Distillation	Apr 3, 2023	Domain GeneralizationKnowledge Distillation	CodeCode Available	0
A principled approach to model validation in domain generalization	Apr 2, 2023	ClassificationDomain Generalization	CodeCode Available	0
Progressive Random Convolutions for Single Domain Generalization	Apr 2, 2023	DiversityDomain Generalization	—Unverified	0
CNNs with Multi-Level Attention for Domain Generalization	Apr 2, 2023	ClassificationDomain Generalization	—Unverified	0
Simple Domain Generalization Methods are Strong Baselines for Open Domain Generalization	Mar 31, 2023	Data AugmentationDomain Generalization	CodeCode Available	0
Your Diffusion Model is Secretly a Zero-Shot Classifier	Mar 28, 2023	Domain GeneralizationFine-Grained Image Classification	CodeCode Available	2
Complementary Domain Adaptation and Generalization for Unsupervised Continual Domain Shift Learning	Mar 28, 2023	Domain AdaptationDomain Generalization	—Unverified	0
TFS-ViT: Token-Level Feature Stylization for Domain Generalization	Mar 28, 2023	Domain Generalization	CodeCode Available	1
SDTracker: Synthetic Data Based Multi-Object Tracking	Mar 26, 2023	Domain GeneralizationMulti-Object Tracking	—Unverified	0
VisDA 2022 Challenge: Domain Adaptation for Industrial Waste Sorting	Mar 26, 2023	Data AugmentationDiversity	CodeCode Available	1
Rethinking Domain Generalization for Face Anti-spoofing: Separability and Alignment	Mar 23, 2023	Domain GeneralizationFace Anti-Spoofing	CodeCode Available	1
Improving Generalization with Domain Convex Game	Mar 23, 2023	DiversityDomain Generalization	CodeCode Available	0
MI-SegNet: Mutual Information-Based US Segmentation for Unseen Domain Generalization	Mar 22, 2023	AnatomyDisentanglement	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