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 1226–1250 of 1751 papers

Title	Date	Tasks	Status	Hype
Towards Domain Generalization in Object Detection	Mar 27, 2022	Domain GeneralizationObject	—Unverified	0
PatchNet: A Simple Face Anti-Spoofing Framework via Fine-Grained Patch Recognition	Mar 27, 2022	Domain GeneralizationFace Anti-Spoofing	CodeCode Available	1
Causality Inspired Representation Learning for Domain Generalization	Mar 27, 2022	Domain GeneralizationRepresentation Learning	CodeCode Available	1
FAMLP: A Frequency-Aware MLP-Like Architecture For Domain Generalization	Mar 24, 2022	Domain Generalization	—Unverified	0
Compound Domain Generalization via Meta-Knowledge Encoding	Mar 24, 2022	Domain GeneralizationOut-of-Distribution Generalization	—Unverified	0
Domain-Generalized Textured Surface Anomaly Detection	Mar 23, 2022	Anomaly DetectionDomain Generalization	—Unverified	0
Deep Frequency Filtering for Domain Generalization	Mar 23, 2022	Domain GeneralizationRetrieval	—Unverified	0
Time-domain Generalization of Kron Reduction	Mar 22, 2022	Domain Generalization	—Unverified	0
Improving Generalization in Federated Learning by Seeking Flat Minima	Mar 22, 2022	Domain GeneralizationFederated Learning	CodeCode Available	1
Feature Distribution Matching for Federated Domain Generalization	Mar 22, 2022	Domain AdaptationDomain Generalization	CodeCode Available	0
A Broad Study of Pre-training for Domain Generalization and Adaptation	Mar 22, 2022	Domain AdaptationDomain Generalization	CodeCode Available	1
Domain Generalization by Mutual-Information Regularization with Pre-trained Models	Mar 21, 2022	Domain Generalization	CodeCode Available	1
Leveraging Expert Guided Adversarial Augmentation For Improving Generalization in Named Entity Recognition	Mar 21, 2022	Domain Generalizationnamed-entity-recognition	CodeCode Available	0
DuReader_retrieval: A Large-scale Chinese Benchmark for Passage Retrieval from Web Search Engine	Mar 19, 2022	Domain GeneralizationPassage Retrieval	—Unverified	0
On Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization and Beyond	Mar 17, 2022	Domain Generalization	CodeCode Available	1
Exact Feature Distribution Matching for Arbitrary Style Transfer and Domain Generalization	Mar 15, 2022	Domain GeneralizationStyle Transfer	CodeCode Available	1
Generalized but not Robust? Comparing the Effects of Data Modification Methods on Out-of-Domain Generalization and Adversarial Robustness	Mar 15, 2022	Adversarial RobustnessData Augmentation	—Unverified	0
Choose Your QA Model Wisely: A Systematic Study of Generative and Extractive Readers for Question Answering	Mar 14, 2022	DecoderDomain Generalization	—Unverified	0
AutoGPart: Intermediate Supervision Search for Generalizable 3D Part Segmentation	Mar 13, 2022	3D Part SegmentationDomain Generalization	CodeCode Available	1
Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time	Mar 10, 2022	Domain Generalization	CodeCode Available	2
Conditional Prompt Learning for Vision-Language Models	Mar 10, 2022	Domain GeneralizationPrompt Engineering	CodeCode Available	4
Domain Generalization via Shuffled Style Assembly for Face Anti-Spoofing	Mar 10, 2022	Contrastive LearningDomain Generalization	CodeCode Available	1
Domain Generalization using Pretrained Models without Fine-tuning	Mar 9, 2022	Domain GeneralizationEnsemble Learning	—Unverified	0
Student Becomes Decathlon Master in Retinal Vessel Segmentation via Dual-teacher Multi-target Domain Adaptation	Mar 7, 2022	Domain AdaptationDomain Generalization	CodeCode Available	0
Federated and Generalized Person Re-identification through Domain and Feature Hallucinating	Mar 5, 2022	Domain GeneralizationPerson Re-Identification	—Unverified	0

Show:10 25 50

← PrevPage 50 of 71Next →

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