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 976–1000 of 1751 papers

Title	Date	Tasks	Status	Hype
Domain Generalized Stereo Matching via Hierarchical Visual Transformation	Jan 1, 2023	Domain GeneralizationStereo Matching	—Unverified	0
Exploring and Utilizing Pattern Imbalance	Jan 1, 2023	Domain Generalization	—Unverified	0
Bi-Level Meta-Learning for Few-Shot Domain Generalization	Jan 1, 2023	Domain GeneralizationFew-Shot Learning	—Unverified	0
A New Dataset Based on Images Taken by Blind People for Testing the Robustness of Image Classification Models Trained for ImageNet Categories	Jan 1, 2023	Adversarial RobustnessClassification	CodeCode Available	0
Promoting Semantic Connectivity: Dual Nearest Neighbors Contrastive Learning for Unsupervised Domain Generalization	Jan 1, 2023	Contrastive LearningDomain Generalization	—Unverified	0
Single Domain Generalization for LiDAR Semantic Segmentation	Jan 1, 2023	Autonomous DrivingDomain Adaptation	CodeCode Available	1
ProD: Prompting-To-Disentangle Domain Knowledge for Cross-Domain Few-Shot Image Classification	Jan 1, 2023	Cross-Domain Few-ShotDomain Generalization	—Unverified	0
Crossing the Gap: Domain Generalization for Image Captioning	Jan 1, 2023	Domain GeneralizationImage Captioning	—Unverified	0
Discriminative Radial Domain Adaptation	Jan 1, 2023	Domain AdaptationDomain Generalization	CodeCode Available	0
NeRF-Gaze: A Head-Eye Redirection Parametric Model for Gaze Estimation	Dec 30, 2022	Domain AdaptationDomain Generalization	—Unverified	0
A Class-wise Non-salient Region Generalized Framework for Video Semantic Segmentation	Dec 29, 2022	Domain GeneralizationSegmentation	—Unverified	0
Structural State Translation: Condition Transfer between Civil Structures Using Domain-Generalization for Structural Health Monitoring	Dec 28, 2022	Domain GeneralizationStructural Health Monitoring	—Unverified	0
Not Just Pretty Pictures: Toward Interventional Data Augmentation Using Text-to-Image Generators	Dec 21, 2022	Data AugmentationDomain Generalization	CodeCode Available	0
Target Conditioned Representation Independence (TCRI); From Domain-Invariant to Domain-General Representations	Dec 21, 2022	Domain Generalization	—Unverified	0
Domain Generalization with Correlated Style Uncertainty	Dec 20, 2022	Domain GeneralizationRetrieval	CodeCode Available	0
UniDA3D: Unified Domain Adaptive 3D Semantic Segmentation Pipeline	Dec 20, 2022	3D Semantic SegmentationDomain Adaptation	CodeCode Available	1
Model Ratatouille: Recycling Diverse Models for Out-of-Distribution Generalization	Dec 20, 2022	DiversityDomain Generalization	—Unverified	0
Multi-View Knowledge Distillation from Crowd Annotations for Out-of-Domain Generalization	Dec 19, 2022	Domain GeneralizationKnowledge Distillation	—Unverified	0
Style-Hallucinated Dual Consistency Learning: A Unified Framework for Visual Domain Generalization	Dec 18, 2022	Domain GeneralizationHallucination	CodeCode Available	1
PoE: a Panel of Experts for Generalized Automatic Dialogue Assessment	Dec 18, 2022	Data AugmentationDialogue Evaluation	—Unverified	0
Calibration-Free Driver Drowsiness Classification based on Manifold-Level Augmentation	Dec 14, 2022	Brain Computer InterfaceData Augmentation	CodeCode Available	0
Domain Generalization by Learning and Removing Domain-specific Features	Dec 14, 2022	DecoderDomain Generalization	CodeCode Available	1
Synthetic-to-Real Domain Generalized Semantic Segmentation for 3D Indoor Point Clouds	Dec 9, 2022	Domain GeneralizationSemantic Segmentation	—Unverified	0
A Whac-A-Mole Dilemma: Shortcuts Come in Multiples Where Mitigating One Amplifies Others	Dec 9, 2022	Domain GeneralizationImage Classification	CodeCode Available	1
Learning Domain Invariant Prompt for Vision-Language Models	Dec 8, 2022	Domain GeneralizationLanguage Modelling	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