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 776–800 of 1751 papers

Title	Date	Tasks	Status	Hype
Adversarial Bayesian Augmentation for Single-Source Domain Generalization	Jul 18, 2023	Data AugmentationDomain Generalization	CodeCode Available	0
Frequency-mixed Single-source Domain Generalization for Medical Image Segmentation	Jul 18, 2023	Domain GeneralizationImage Segmentation	CodeCode Available	1
On the Fly Neural Style Smoothing for Risk-Averse Domain Generalization	Jul 17, 2023	Autonomous DrivingDomain Generalization	CodeCode Available	0
DISPEL: Domain Generalization via Domain-Specific Liberating	Jul 14, 2023	Domain Generalization	—Unverified	0
A Causal Framework to Unify Common Domain Generalization Approaches	Jul 13, 2023	Domain Generalization	—Unverified	0
Single Domain Generalization via Normalised Cross-correlation Based Convolutions	Jul 12, 2023	Data AugmentationDomain Generalization	—Unverified	0
Benchmarking Algorithms for Federated Domain Generalization	Jul 11, 2023	BenchmarkingDiversity	CodeCode Available	1
CILF:Causality Inspired Learning Framework for Out-of-Distribution Vehicle Trajectory Prediction	Jul 11, 2023	Autonomous DrivingContrastive Learning	—Unverified	0
Towards Generalizable Diabetic Retinopathy Grading in Unseen Domains	Jul 10, 2023	Diabetic Retinopathy GradingDiagnostic	CodeCode Available	1
Probabilistic Test-Time Generalization by Variational Neighbor-Labeling	Jul 8, 2023	Domain GeneralizationVariational Inference	—Unverified	0
Domain Generalized Object Detection for Remote Sensing Images	Jul 7, 2023	Domain GeneralizationManagement	CodeCode Available	0
Multi-Similarity Contrastive Learning	Jul 6, 2023	Caption GenerationContrastive Learning	—Unverified	0
Prompting Diffusion Representations for Cross-Domain Semantic Segmentation	Jul 5, 2023	Domain AdaptationDomain Generalization	CodeCode Available	0
Learning Degradation-Independent Representations for Camera ISP Pipelines	Jul 3, 2023	DemosaickingDomain Generalization	—Unverified	0
Intra- & Extra-Source Exemplar-Based Style Synthesis for Improved Domain Generalization	Jul 2, 2023	Autonomous DrivingData Augmentation	CodeCode Available	1
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation	Jul 1, 2023	DecoderDomain Adaptation	CodeCode Available	0
Meta-Reasoning: Semantics-Symbol Deconstruction for Large Language Models	Jun 30, 2023	Domain GeneralizationIn-Context Learning	CodeCode Available	0
MLA-BIN: Model-level Attention and Batch-instance Style Normalization for Domain Generalization of Federated Learning on Medical Image Segmentation	Jun 29, 2023	Domain GeneralizationFederated Learning	—Unverified	0
A Survey on Out-of-Distribution Evaluation of Neural NLP Models	Jun 27, 2023	Adversarial RobustnessDomain Generalization	—Unverified	0
Adaptive Multi-Modal Cross-Entropy Loss for Stereo Matching	Jun 27, 2023	Domain GeneralizationStereo Matching	CodeCode Available	1
Chain-of-Thought Prompt Distillation for Multimodal Named Entity Recognition and Multimodal Relation Extraction	Jun 25, 2023	Data AugmentationDomain Generalization	—Unverified	0
Binary domain generalization for sparsifying binary neural networks	Jun 23, 2023	BinarizationDomain Generalization	CodeCode Available	0
Generalizable Metric Network for Cross-domain Person Re-identification	Jun 21, 2023	Domain GeneralizationPerson Re-Identification	—Unverified	0
MuDPT: Multi-modal Deep-symphysis Prompt Tuning for Large Pre-trained Vision-Language Models	Jun 20, 2023	Domain GeneralizationTransfer Learning	CodeCode Available	0
Beyond Normal: On the Evaluation of Mutual Information Estimators	Jun 19, 2023	BenchmarkingDomain 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