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 1176–1200 of 1751 papers

Title	Date	Tasks	Status	Hype
Improving Pre-trained Language Model Fine-tuning with Noise Stability Regularization	Jun 12, 2022	Domain GeneralizationLanguage Modeling	—Unverified	0
APT-36K: A Large-scale Benchmark for Animal Pose Estimation and Tracking	Jun 12, 2022	Animal Pose EstimationDomain Generalization	CodeCode Available	1
Toward Real-world Single Image Deraining: A New Benchmark and Beyond	Jun 11, 2022	Domain GeneralizationImage Restoration	CodeCode Available	1
Referring Image Matting	Jun 10, 2022	Domain GeneralizationImage Matting	CodeCode Available	2
Causal Balancing for Domain Generalization	Jun 10, 2022	Domain Generalization	CodeCode Available	1
Sparse Mixture-of-Experts are Domain Generalizable Learners	Jun 8, 2022	Domain GeneralizationMixture-of-Experts	CodeCode Available	1
OneRing: A Simple Method for Source-free Open-partial Domain Adaptation	Jun 7, 2022	Domain AdaptationDomain Generalization	CodeCode Available	1
Using Representation Expressiveness and Learnability to Evaluate Self-Supervised Learning Methods	Jun 2, 2022	Domain GeneralizationSelf-Supervised Learning	—Unverified	0
Evolving Domain Generalization	May 31, 2022	Domain GeneralizationEvolving Domain Generalization	—Unverified	0
Contrastive Centroid Supervision Alleviates Domain Shift in Medical Image Classification	May 31, 2022	ClassificationDomain Adaptation	—Unverified	0
Dynamic Domain Generalization	May 27, 2022	Domain Generalization	CodeCode Available	1
MIMII DG: Sound Dataset for Malfunctioning Industrial Machine Investigation and Inspection for Domain Generalization Task	May 27, 2022	BenchmarkingDomain Generalization	CodeCode Available	1
FedBR: Improving Federated Learning on Heterogeneous Data via Local Learning Bias Reduction	May 26, 2022	Domain GeneralizationFederated Learning	CodeCode Available	1
Supporting Vision-Language Model Inference with Causality-pruning Knowledge Prompt	May 23, 2022	Domain GeneralizationLanguage Modeling	—Unverified	0
Temporal Domain Generalization with Drift-Aware Dynamic Neural Networks	May 21, 2022	Domain GeneralizationDynamic neural networks	CodeCode Available	1
Test-time Batch Normalization	May 20, 2022	Domain Generalization	—Unverified	0
Generalizing to Evolving Domains with Latent Structure-Aware Sequential Autoencoder	May 16, 2022	Domain GeneralizationEvolving Domain Generalization	CodeCode Available	0
Not to Overfit or Underfit the Source Domains? An Empirical Study of Domain Generalization in Question Answering	May 15, 2022	Domain GeneralizationKnowledge Distillation	—Unverified	0
Test-time Fourier Style Calibration for Domain Generalization	May 13, 2022	Domain Generalization	CodeCode Available	1
Contrastive Domain Disentanglement for Generalizable Medical Image Segmentation	May 13, 2022	DisentanglementDomain Generalization	—Unverified	0
Localized Adversarial Domain Generalization	May 9, 2022	Domain Generalization	CodeCode Available	1
Invariant Content Synergistic Learning for Domain Generalization of Medical Image Segmentation	May 5, 2022	Domain GeneralizationImage Segmentation	—Unverified	0
InvNorm: Domain Generalization for Object Detection in Gastrointestinal Endoscopy	May 5, 2022	Domain GeneralizationEthics	—Unverified	0
EllSeg-Gen, towards Domain Generalization for head-mounted eyetracking	May 4, 2022	Domain GeneralizationGaze Estimation	CodeCode Available	0
Sequencer: Deep LSTM for Image Classification	May 4, 2022	Domain Generalizationimage-classification	CodeCode Available	5

Show:10 25 50

← PrevPage 48 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