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 626–650 of 1751 papers

Title	Date	Tasks	Status	Hype
Compound Text-Guided Prompt Tuning via Image-Adaptive Cues	Dec 11, 2023	Domain GeneralizationGPU	CodeCode Available	1
Benchmarking Distribution Shift in Tabular Data with TableShift	Dec 10, 2023	BenchmarkingBinary Classification	CodeCode Available	1
Cross Domain Generative Augmentation: Domain Generalization with Latent Diffusion Models	Dec 8, 2023	Adversarial RobustnessData Augmentation	—Unverified	0
Open Domain Generalization with a Single Network by Regularization Exploiting Pre-trained Features	Dec 8, 2023	Domain Generalization	—Unverified	0
Stronger, Fewer, & Superior: Harnessing Vision Foundation Models for Domain Generalized Semantic Segmentation	Dec 7, 2023	Domain Generalization	CodeCode Available	2
DGInStyle: Domain-Generalizable Semantic Segmentation with Image Diffusion Models and Stylized Semantic Control	Dec 5, 2023	Autonomous DrivingDomain Generalization	—Unverified	0
Diversify, Don't Fine-Tune: Scaling Up Visual Recognition Training with Synthetic Images	Dec 4, 2023	DiversityDomain Adaptation	—Unverified	0
Generalization by Adaptation: Diffusion-Based Domain Extension for Domain-Generalized Semantic Segmentation	Dec 4, 2023	DiversityDomain Adaptation	CodeCode Available	1
Strong but simple: A Baseline for Domain Generalized Dense Perception by CLIP-based Transfer Learning	Dec 4, 2023	Domain Generalizationobject-detection	CodeCode Available	1
TeG-DG: Textually Guided Domain Generalization for Face Anti-Spoofing	Nov 30, 2023	Domain GeneralizationFace Anti-Spoofing	—Unverified	0
MRFP: Learning Generalizable Semantic Segmentation from Sim-2-Real with Multi-Resolution Feature Perturbation	Nov 30, 2023	2D Semantic SegmentationAutonomous Driving	CodeCode Available	0
TransNeXt: Robust Foveal Visual Perception for Vision Transformers	Nov 28, 2023	ClassificationDomain Generalization	CodeCode Available	2
Rescuing referral failures during automated diagnosis of domain-shifted medical images	Nov 28, 2023	DiagnosticDisease Prediction	—Unverified	0
Towards Full-scene Domain Generalization in Multi-agent Collaborative Bird's Eye View Segmentation for Connected and Autonomous Driving	Nov 28, 2023	Autonomous DrivingAutonomous Vehicles	CodeCode Available	0
HD Maps are Lane Detection Generalizers: A Novel Generative Framework for Single-Source Domain Generalization	Nov 28, 2023	DiversityDomain Adaptation	—Unverified	0
MetaDefa: Meta-learning based on Domain Enhancement and Feature Alignment for Single Domain Generalization	Nov 27, 2023	Domain GeneralizationMeta-Learning	—Unverified	0
Choosing Wisely and Learning Deeply: Selective Cross-Modality Distillation via CLIP for Domain Generalization	Nov 26, 2023	Domain Generalization	CodeCode Available	0
Introducing 3DCNN ResNets for ASD full-body kinematic assessment: a comparison with hand-crafted features	Nov 24, 2023	Domain GeneralizationFeature Engineering	—Unverified	0
Robust Domain Misinformation Detection via Multi-modal Feature Alignment	Nov 24, 2023	Domain AdaptationDomain Generalization	CodeCode Available	1
Parameter Exchange for Robust Dynamic Domain Generalization	Nov 23, 2023	DisentanglementDomain Generalization	CodeCode Available	1
Algorithmic Fairness Generalization under Covariate and Dependence Shifts Simultaneously	Nov 23, 2023	Domain GeneralizationFairness	CodeCode Available	0
Descriptor and Word Soups: Overcoming the Parameter Efficiency Accuracy Tradeoff for Out-of-Distribution Few-shot Learning	Nov 21, 2023	Domain GeneralizationFew-Shot Learning	CodeCode Available	0
Improving Source-Free Target Adaptation with Vision Transformers Leveraging Domain Representation Images	Nov 21, 2023	Domain AdaptationDomain Generalization	—Unverified	0
Domain Generalization of 3D Object Detection by Density-Resampling	Nov 17, 2023	3D Object DetectionData Augmentation	CodeCode Available	0
A2XP: Towards Private Domain Generalization	Nov 17, 2023	Domain GeneralizationPrivacy Preserving	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