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 851–875 of 1751 papers

Title	Date	Tasks	Status	Hype
Consistency Regularization for Domain Generalization with Logit Attribution Matching	May 13, 2023	Data AugmentationDomain Generalization	CodeCode Available	0
Masked Audio Text Encoders are Effective Multi-Modal Rescorers	May 11, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Multi-Prompt with Depth Partitioned Cross-Modal Learning	May 10, 2023	Domain GeneralizationPrompt Learning	CodeCode Available	0
Evaluating Embedding APIs for Information Retrieval	May 10, 2023	Domain GeneralizationInformation Retrieval	—Unverified	0
Adaptive Domain Generalization for Digital Pathology Images	May 9, 2023	Domain Generalization	—Unverified	0
PGrad: Learning Principal Gradients For Domain Generalization	May 2, 2023	Domain Generalization	CodeCode Available	1
Single-model uncertainty quantification in neural network potentials does not consistently outperform model ensembles	May 2, 2023	Active LearningDomain Generalization	CodeCode Available	0
SIMPLE: Specialized Model-Sample Matching for Domain Generalization	May 1, 2023	Domain Generalizationmodel	CodeCode Available	0
TALLRec: An Effective and Efficient Tuning Framework to Align Large Language Model with Recommendation	Apr 30, 2023	Domain GeneralizationIn-Context Learning	CodeCode Available	2
Moderately Distributional Exploration for Domain Generalization	Apr 27, 2023	Domain Generalization	CodeCode Available	1
Domain Adaptive and Generalizable Network Architectures and Training Strategies for Semantic Image Segmentation	Apr 26, 2023	Domain AdaptationDomain Generalization	CodeCode Available	2
EasyPortrait -- Face Parsing and Portrait Segmentation Dataset	Apr 26, 2023	DiversityDomain Generalization	CodeCode Available	2
AdaNPC: Exploring Non-Parametric Classifier for Test-Time Adaptation	Apr 25, 2023	Domain GeneralizationTest-time Adaptation	CodeCode Available	1
Augmentation-based Domain Generalization for Semantic Segmentation	Apr 24, 2023	Domain AdaptationDomain Generalization	—Unverified	0
Walking Your LiDOG: A Journey Through Multiple Domains for LiDAR Semantic Segmentation	Apr 23, 2023	DecoderDomain Generalization	CodeCode Available	1
RPLKG: Robust Prompt Learning with Knowledge Graph	Apr 21, 2023	Domain GeneralizationFew-Shot Learning	—Unverified	0
Domain Generalization for Mammographic Image Analysis with Contrastive Learning	Apr 20, 2023	breast density classificationContrastive Learning	—Unverified	0
Dual Stage Stylization Modulation for Domain Generalized Semantic Segmentation	Apr 18, 2023	DiversityDomain Generalization	—Unverified	0
Decoding Neural Activity to Assess Individual Latent State in Ecologically Valid Contexts	Apr 18, 2023	Brain Computer InterfaceDomain Generalization	—Unverified	0
Chain of Thought Prompt Tuning in Vision Language Models	Apr 16, 2023	Domain Generalizationimage-classification	—Unverified	0
DINOv2: Learning Robust Visual Features without Supervision	Apr 14, 2023	Depth EstimationDomain Generalization	CodeCode Available	6
Frequency Decomposition to Tap the Potential of Single Domain for Generalization	Apr 14, 2023	Domain GeneralizationSingle-Source Domain Generalization	—Unverified	0
Out-of-distribution Few-shot Learning For Edge Devices without Model Fine-tuning	Apr 13, 2023	Domain GeneralizationFew-Shot Learning	—Unverified	0
Instance-Aware Domain Generalization for Face Anti-Spoofing	Apr 12, 2023	Domain GeneralizationFace Anti-Spoofing	CodeCode Available	1
Semantic-Aware Mixup for Domain Generalization	Apr 12, 2023	Domain Generalizationimage-classification	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