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 51–75 of 1751 papers

Title	Date	Tasks	Status	Hype
A Survey on Domain Generalization for Medical Image Analysis	Feb 7, 2024	Domain GeneralizationMedical Image Analysis	CodeCode Available	2
Adversarial Supervision Makes Layout-to-Image Diffusion Models Thrive	Jan 16, 2024	Domain GeneralizationImage Generation	CodeCode Available	2
Singer Identity Representation Learning using Self-Supervised Techniques	Jan 10, 2024	Domain GeneralizationRepresentation Learning	CodeCode Available	2
MMA: Multi-Modal Adapter for Vision-Language Models	Jan 1, 2024	Domain GeneralizationGeneral Knowledge	CodeCode Available	2
Stronger, Fewer, & Superior: Harnessing Vision Foundation Models for Domain Generalized Semantic Segmentation	Dec 7, 2023	Domain Generalization	CodeCode Available	2
TransNeXt: Robust Foveal Visual Perception for Vision Transformers	Nov 28, 2023	ClassificationDomain Generalization	CodeCode Available	2
ReSimAD: Zero-Shot 3D Domain Transfer for Autonomous Driving with Source Reconstruction and Target Simulation	Sep 11, 2023	Autonomous DrivingDomain Generalization	CodeCode Available	2
DatasetDM: Synthesizing Data with Perception Annotations Using Diffusion Models	Aug 11, 2023	Dataset GenerationDecoder	CodeCode Available	2
One-for-All: Generalized LoRA for Parameter-Efficient Fine-tuning	Jun 13, 2023	AllDomain Generalization	CodeCode Available	2
TALLRec: An Effective and Efficient Tuning Framework to Align Large Language Model with Recommendation	Apr 30, 2023	Domain GeneralizationIn-Context Learning	CodeCode Available	2
EasyPortrait -- Face Parsing and Portrait Segmentation Dataset	Apr 26, 2023	DiversityDomain Generalization	CodeCode Available	2
Domain Adaptive and Generalizable Network Architectures and Training Strategies for Semantic Image Segmentation	Apr 26, 2023	Domain AdaptationDomain Generalization	CodeCode Available	2
Your Diffusion Model is Secretly a Zero-Shot Classifier	Mar 28, 2023	Domain GeneralizationFine-Grained Image Classification	CodeCode Available	2
GLOBEM Dataset: Multi-Year Datasets for Longitudinal Human Behavior Modeling Generalization	Nov 4, 2022	Depression DetectionDomain Generalization	CodeCode Available	2
Generalized Parametric Contrastive Learning	Sep 26, 2022	Contrastive LearningDomain Generalization	CodeCode Available	2
On-Device Domain Generalization	Sep 15, 2022	Data AugmentationDomain Generalization	CodeCode Available	2
T-NER: An All-Round Python Library for Transformer-based Named Entity Recognition	Sep 9, 2022	AllDomain Generalization	CodeCode Available	2
Depth Field Networks for Generalizable Multi-view Scene Representation	Jul 28, 2022	Data AugmentationDepth Estimation	CodeCode Available	2
SyntheX: Scaling Up Learning-based X-ray Image Analysis Through In Silico Experiments	Jun 13, 2022	Domain GeneralizationLesion Segmentation	CodeCode Available	2
Referring Image Matting	Jun 10, 2022	Domain GeneralizationImage Matting	CodeCode Available	2
Understanding The Robustness in Vision Transformers	Apr 26, 2022	Domain GeneralizationImage Classification	CodeCode Available	2
Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time	Mar 10, 2022	Domain Generalization	CodeCode Available	2
BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning	Mar 3, 2022	Compositional Zero-Shot LearningContrastive Learning	CodeCode Available	2
Pedestrian Detection: Domain Generalization, CNNs, Transformers and Beyond	Jan 10, 2022	AttributeAutonomous Driving	CodeCode Available	2
Learning to Prompt for Vision-Language Models	Sep 2, 2021	Domain GeneralizationFew-shot Age Estimation	CodeCode Available	2

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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