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 1026–1050 of 1751 papers

Title	Date	Tasks	Status	Hype
HMOE: Hypernetwork-based Mixture of Experts for Domain Generalization	Nov 15, 2022	Domain GeneralizationMixture-of-Experts	—Unverified	0
Towards Generalization on Real Domain for Single Image Dehazing via Meta-Learning	Nov 14, 2022	Domain GeneralizationImage Dehazing	—Unverified	0
Generalization Beyond Feature Alignment: Concept Activation-Guided Contrastive Learning	Nov 13, 2022	Contrastive LearningDiversity	—Unverified	0
Cross-Platform and Cross-Domain Abusive Language Detection with Supervised Contrastive Learning	Nov 11, 2022	Abusive LanguageContrastive Learning	—Unverified	0
DocuT5: Seq2seq SQL Generation with Table Documentation	Nov 11, 2022	Domain GeneralizationLanguage Modeling	—Unverified	0
GAPartNet: Cross-Category Domain-Generalizable Object Perception and Manipulation via Generalizable and Actionable Parts	Nov 10, 2022	3D Instance SegmentationDomain Generalization	CodeCode Available	1
Normalization Perturbation: A Simple Domain Generalization Method for Real-World Domain Shifts	Nov 8, 2022	Autonomous DrivingDomain Generalization	—Unverified	0
FIXED: Frustratingly Easy Domain Generalization with Mixup	Nov 7, 2022	Domain Generalizationimage-classification	—Unverified	0
Generalizable Re-Identification from Videos with Cycle Association	Nov 7, 2022	Domain GeneralizationGeneralizable Person Re-identification	—Unverified	0
Learning Causal Representations of Single Cells via Sparse Mechanism Shift Modeling	Nov 7, 2022	DisentanglementDomain Generalization	CodeCode Available	1
Using Set Covering to Generate Databases for Holistic Steganalysis	Nov 7, 2022	DiversityDomain Generalization	CodeCode Available	0
Contrastive Weighted Learning for Near-Infrared Gaze Estimation	Nov 6, 2022	Adversarial AttackContrastive Learning	—Unverified	0
Learning to Learn Domain-invariant Parameters for Domain Generalization	Nov 4, 2022	Domain Generalization	—Unverified	0
GLOBEM Dataset: Multi-Year Datasets for Longitudinal Human Behavior Modeling Generalization	Nov 4, 2022	Depression DetectionDomain Generalization	CodeCode Available	2
Generalizability of Deep Adult Lung Segmentation Models to the Pediatric Population: A Retrospective Study	Nov 4, 2022	Domain GeneralizationMS-SSIM	—Unverified	0
Deep Multimodal Fusion for Generalizable Person Re-identification	Nov 2, 2022	Domain GeneralizationGeneralizable Person Re-identification	CodeCode Available	0
Two-stage LLM Fine-tuning with Less Specialization and More Generalization	Nov 1, 2022	Binary ClassificationDomain Generalization	—Unverified	0
SAGE: Saliency-Guided Mixup with Optimal Rearrangements	Oct 31, 2022	Data AugmentationDomain Generalization	—Unverified	0
Image-free Domain Generalization via CLIP for 3D Hand Pose Estimation	Oct 30, 2022	3D Hand Pose EstimationContrastive Learning	—Unverified	0
Domain Generalization through the Lens of Angular Invariance	Oct 28, 2022	Domain GeneralizationRepresentation Learning	CodeCode Available	0
Efficient and Effective Augmentation Strategy for Adversarial Training	Oct 27, 2022	Computational EfficiencyDomain Generalization	CodeCode Available	1
Learning on the Job: Self-Rewarding Offline-to-Online Finetuning for Industrial Insertion of Novel Connectors from Vision	Oct 27, 2022	Domain GeneralizationRepresentation Learning	—Unverified	0
Trade-off between reconstruction loss and feature alignment for domain generalization	Oct 26, 2022	Domain GeneralizationTransfer Learning	CodeCode Available	0
SimpleDG: Simple Domain Generalization Baseline without Bells and Whistles	Oct 26, 2022	Domain Generalization	CodeCode Available	0
OpenStance: Real-world Zero-shot Stance Detection	Oct 25, 2022	Domain GeneralizationNatural Language Inference	CodeCode Available	0

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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