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 1526–1550 of 1751 papers

Title	Date	Tasks	Status	Hype
Rethinking Domain Generalization Baselines	Jan 22, 2021	Data AugmentationDomain Generalization	—Unverified	0
Magnification Generalization for Histopathology Image Embedding	Jan 18, 2021	Breast Cancer Histology Image ClassificationClassification Of Breast Cancer Histology Images	CodeCode Available	0
Style Normalization and Restitution for Domain Generalization and Adaptation	Jan 3, 2021	DisentanglementDomain Adaptation	CodeCode Available	1
Learning Causal Representation for Training Cross-Domain Pose Estimator via Generative Interventions	Jan 1, 2021	3D Pose Estimationcounterfactual	—Unverified	0
A Simple Feature Augmentation for Domain Generalization	Jan 1, 2021	Data AugmentationDomain Generalization	—Unverified	0
Collaborative Optimization and Aggregation for Decentralized Domain Generalization and Adaptation	Jan 1, 2021	Domain AdaptationDomain Generalization	—Unverified	0
A Multi-Mode Modulator for Multi-Domain Few-Shot Classification	Jan 1, 2021	ClassificationDomain Generalization	—Unverified	0
Domain-Invariant Disentangled Network for Generalizable Object Detection	Jan 1, 2021	DisentanglementDomain Generalization	—Unverified	0
Variational Invariant Learning for Bayesian Domain Generalization	Jan 1, 2021	Domain Generalization	—Unverified	0
Domain-Free Adversarial Splitting for Domain Generalization	Jan 1, 2021	Domain GeneralizationMeta-Learning	—Unverified	0
Invariant Batch Normalization for Multi-source Domain Generalization	Jan 1, 2021	Domain Generalization	—Unverified	0
MetaNorm: Learning to Normalize Few-Shot Batches Across Domains	Jan 1, 2021	Domain GeneralizationFew-Shot Learning	—Unverified	0
Uncertain Out-of-Domain Generalization	Jan 1, 2021	Domain Generalizationimage-classification	—Unverified	0
MASKER: Masked Keyword Regularization for Reliable Text Classification	Dec 17, 2020	ClassificationDomain Generalization	CodeCode Available	1
DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic Augmentation	Dec 17, 2020	Domain GeneralizationImage Classification	CodeCode Available	1
Towards Recognizing New Semantic Concepts in New Visual Domains	Dec 16, 2020	Domain AdaptationDomain Generalization	CodeCode Available	1
TARA: Training and Representation Alteration for AI Fairness and Domain Generalization	Dec 11, 2020	Domain AdaptationDomain Generalization	—Unverified	0
Dataset of Random Relaxations for Crystal Structure Search of Li-Si System	Dec 5, 2020	Data AugmentationDomain Generalization	—Unverified	0
Learning to Generalize Unseen Domains via Memory-based Multi-Source Meta-Learning for Person Re-Identification	Dec 1, 2020	Domain GeneralizationMeta-Learning	CodeCode Available	1
Domain Generalization via Entropy Regularization	Dec 1, 2020	Domain Generalization	CodeCode Available	1
Meta Batch-Instance Normalization for Generalizable Person Re-Identification	Nov 30, 2020	Data AugmentationDomain Generalization	CodeCode Available	1
Uncertainty-Aware Physically-Guided Proxy Tasks for Unseen Domain Face Anti-spoofing	Nov 28, 2020	AttributeDomain Generalization	—Unverified	0
Batch Normalization Embeddings for Deep Domain Generalization	Nov 25, 2020	Domain Generalization	—Unverified	0
Multi-Domain Adversarial Feature Generalization for Person Re-Identification	Nov 25, 2020	Domain AdaptationDomain Generalization	—Unverified	0
Cross-Domain Generalization Through Memorization: A Study of Nearest Neighbors in Neural Duplicate Question Detection	Nov 22, 2020	Domain GeneralizationMemorization	—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