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 1276–1300 of 1751 papers

Title	Date	Tasks	Status	Hype
Contrastive Regression for Domain Adaptation on Gaze Estimation	Jan 1, 2022	Domain AdaptationDomain Generalization	—Unverified	0
The Two Dimensions of Worst-Case Training and Their Integrated Effect for Out-of-Domain Generalization	Jan 1, 2022	BIG-bench Machine LearningDomain Generalization	—Unverified	0
PCL: Proxy-Based Contrastive Learning for Domain Generalization	Jan 1, 2022	Contrastive LearningDomain Generalization	CodeCode Available	1
Meta Distribution Alignment for Generalizable Person Re-Identification	Jan 1, 2022	Domain GeneralizationGeneralizable Person Re-identification	CodeCode Available	0
BoosterNet: Improving Domain Generalization of Deep Neural Nets Using Culpability-Ranked Features	Jan 1, 2022	DiagnosticDomain Generalization	—Unverified	0
Style Neophile: Constantly Seeking Novel Styles for Domain Generalization	Jan 1, 2022	Domain GeneralizationRepresentation Learning	—Unverified	0
Meta Convolutional Neural Networks for Single Domain Generalization	Jan 1, 2022	Domain GeneralizationPhoto to Rest Generalization	—Unverified	0
Optimal Representations for Covariate Shift	Dec 31, 2021	Domain GeneralizationImage Classification	CodeCode Available	1
Feature Generation and Hypothesis Verification for Reliable Face Anti-Spoofing	Dec 30, 2021	DisentanglementDomain Generalization	CodeCode Available	0
PRIME: A few primitives can boost robustness to common corruptions	Dec 27, 2021	Computational EfficiencyData Augmentation	CodeCode Available	1
Meta-Learned Feature Critics for Domain Generalized Semantic Segmentation	Dec 27, 2021	DisentanglementDomain Adaptation	—Unverified	0
MVDG: A Unified Multi-view Framework for Domain Generalization	Dec 23, 2021	Domain GeneralizationMeta-Learning	CodeCode Available	0
Recur, Attend or Convolve? On Whether Temporal Modeling Matters for Cross-Domain Robustness in Action Recognition	Dec 22, 2021	Action RecognitionDomain Generalization	CodeCode Available	0
Generalizable Cross-modality Medical Image Segmentation via Style Augmentation and Dual Normalization	Dec 21, 2021	Domain AdaptationDomain Generalization	CodeCode Available	1
Automated Domain Discovery from Multiple Sources to Improve Zero-Shot Generalization	Dec 17, 2021	Domain GeneralizationZero-shot Generalization	CodeCode Available	0
Large Dual Encoders Are Generalizable Retrievers	Dec 15, 2021	Domain GeneralizationPassage Retrieval	CodeCode Available	1
Cross-Domain Generalization and Knowledge Transfer in Transformers Trained on Legal Data	Dec 15, 2021	Domain GeneralizationSentence	—Unverified	0
A Style and Semantic Memory Mechanism for Domain Generalization	Dec 14, 2021	Domain Generalization	—Unverified	0
Adaptive Methods for Aggregated Domain Generalization	Dec 9, 2021	Domain Generalization	CodeCode Available	1
Rethinking the Authorship Verification Experimental Setups	Dec 9, 2021	Authorship VerificationDomain Generalization	CodeCode Available	0
3D-VField: Adversarial Augmentation of Point Clouds for Domain Generalization in 3D Object Detection	Dec 9, 2021	3D Object DetectionData Augmentation	—Unverified	0
PLACE dropout: A Progressive Layer-wise and Channel-wise Dropout for Domain Generalization	Dec 7, 2021	Domain Generalization	CodeCode Available	0
Unsupervised Domain Adaptation for Semantic Image Segmentation: a Comprehensive Survey	Dec 6, 2021	Domain AdaptationDomain Generalization	—Unverified	0
Unsupervised Domain Generalization by Learning a Bridge Across Domains	Dec 4, 2021	Domain GeneralizationSelf-Supervised Learning	CodeCode Available	1
Causal-based Time Series Domain Generalization for Vehicle Intention Prediction	Dec 3, 2021	Autonomous VehiclesDomain Generalization	—Unverified	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