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 1076–1100 of 1751 papers

Title	Date	Tasks	Status	Hype
Domain Generalization -- A Causal Perspective	Sep 30, 2022	Data AugmentationDomain Generalization	—Unverified	0
Semi-Supervised Domain Generalization for Cardiac Magnetic Resonance Image Segmentation with High Quality Pseudo Labels	Sep 30, 2022	Domain GeneralizationImage Segmentation	CodeCode Available	0
Generalizability of Adversarial Robustness Under Distribution Shifts	Sep 29, 2022	Adversarial RobustnessDomain Generalization	—Unverified	0
Domain-Unified Prompt Representations for Source-Free Domain Generalization	Sep 29, 2022	DiversityDomain Generalization	CodeCode Available	1
Variance Covariance Regularization Enforces Pairwise Independence in Self-Supervised Representations	Sep 29, 2022	Domain GeneralizationSelf-Supervised Learning	—Unverified	0
Learning Gradient-based Mixup towards Flatter Minima for Domain Generalization	Sep 29, 2022	Domain Generalization	—Unverified	0
Ani-GIFs: A benchmark dataset for domain generalization of action recognition from GIFs	Sep 26, 2022	Action RecognitionAnimated GIF Generation	—Unverified	0
End-to-End Lyrics Recognition with Self-supervised Learning	Sep 26, 2022	Contrastive LearningDomain Generalization	—Unverified	0
A Comprehensive Review of Trends, Applications and Challenges In Out-of-Distribution Detection	Sep 26, 2022	Autonomous DrivingDomain Generalization	—Unverified	0
Generalized Parametric Contrastive Learning	Sep 26, 2022	Contrastive LearningDomain Generalization	CodeCode Available	2
AirFi: Empowering WiFi-based Passive Human Gesture Recognition to Unseen Environment via Domain Generalization	Sep 21, 2022	Domain AdaptationDomain Generalization	—Unverified	0
Generalizing through Forgetting -- Domain Generalization for Symptom Event Extraction in Clinical Notes	Sep 20, 2022	Domain GeneralizationEvent Extraction	—Unverified	0
High-resolution synthesis of high-density breast mammograms: Application to improved fairness in deep learning based mass detection	Sep 20, 2022	Breast Cancer DetectionData Augmentation	CodeCode Available	1
Bootstrap Generalization Ability from Loss Landscape Perspective	Sep 18, 2022	Domain Generalization	CodeCode Available	0
Mitigating Both Covariate and Conditional Shift for Domain Generalization	Sep 17, 2022	Domain Generalization	—Unverified	0
Enhance the Visual Representation via Discrete Adversarial Training	Sep 16, 2022	Domain Generalizationimage-classification	CodeCode Available	0
Robust Ensemble Morph Detection with Domain Generalization	Sep 16, 2022	Domain GeneralizationMORPH	—Unverified	0
A Continual Development Methodology for Large-scale Multitask Dynamic ML Systems	Sep 15, 2022	Domain GeneralizationFine-Grained Image Classification	CodeCode Available	0
On-Device Domain Generalization	Sep 15, 2022	Data AugmentationDomain Generalization	CodeCode Available	2
Style Variable and Irrelevant Learning for Generalizable Person Re-identification	Sep 12, 2022	DiversityDomain Generalization	CodeCode Available	0
T-NER: An All-Round Python Library for Transformer-based Named Entity Recognition	Sep 9, 2022	AllDomain Generalization	CodeCode Available	2
PoliTO-IIT-CINI Submission to the EPIC-KITCHENS-100 Unsupervised Domain Adaptation Challenge for Action Recognition	Sep 9, 2022	Action RecognitionDomain Adaptation	—Unverified	0
FETA: Towards Specializing Foundation Models for Expert Task Applications	Sep 8, 2022	Domain GeneralizationFew-Shot Learning	CodeCode Available	1
Language-aware Domain Generalization Network for Cross-Scene Hyperspectral Image Classification	Sep 6, 2022	Contrastive LearningDomain Generalization	—Unverified	0
Domain Generalization for Prostate Segmentation in Transrectal Ultrasound Images: A Multi-center Study	Sep 5, 2022	Domain AdaptationDomain Generalization	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