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 851–875 of 1751 papers

Title	Date	Tasks	Status	Score
Rethinking LiDAR Domain Generalization: Single Source as Multiple Density Domains	Dec 19, 2023	Domain GeneralizationLIDAR Semantic Segmentation	CodeCode Available	5
Improving Domain Generalization by Learning without Forgetting: Application in Retail Checkout	Jul 12, 2022	Domain Generalization	CodeCode Available	5
IMPaSh: A Novel Domain-shift Resistant Representation for Colorectal Cancer Tissue Classification	Aug 23, 2022	Contrastive LearningDomain Adaptation	CodeCode Available	5
Choosing Wisely and Learning Deeply: Selective Cross-Modality Distillation via CLIP for Domain Generalization	Nov 26, 2023	Domain Generalization	CodeCode Available	5
IMO: Greedy Layer-Wise Sparse Representation Learning for Out-of-Distribution Text Classification with Pre-trained Models	Apr 21, 2024	Domain GeneralizationRepresentation Learning	CodeCode Available	5
Improved RAMEN: Towards Domain Generalization for Visual Question Answering	Sep 6, 2021	Domain GeneralizationQuestion Answering	CodeCode Available	5
Improving Generalization with Domain Convex Game	Mar 23, 2023	DiversityDomain Generalization	CodeCode Available	5
Heterogeneous Domain Generalization via Domain Mixup	Sep 11, 2020	Domain Generalization	CodeCode Available	5
Leveraging Expert Guided Adversarial Augmentation For Improving Generalization in Named Entity Recognition	Mar 21, 2022	Domain Generalizationnamed-entity-recognition	CodeCode Available	5
Robust Place Categorization with Deep Domain Generalization	May 30, 2018	Domain AdaptationDomain Generalization	CodeCode Available	5
Domain Generalization Guided by Gradient Signal to Noise Ratio of Parameters	Oct 11, 2023	Domain GeneralizationFace Anti-Spoofing	—Unverified	0
Chain of Thought Prompt Tuning in Vision Language Models	Apr 16, 2023	Domain Generalizationimage-classification	—Unverified	0
Domain Generalization for Robust Model-Based Offline Reinforcement Learning	Nov 27, 2022	Domain GeneralizationOffline RL	—Unverified	0
Chain-of-Thought Prompt Distillation for Multimodal Named Entity Recognition and Multimodal Relation Extraction	Jun 25, 2023	Data AugmentationDomain Generalization	—Unverified	0
Domain generalization for retinal vessel segmentation via Hessian-based vector field	May 31, 2024	Data AugmentationDomain Generalization	—Unverified	0
Chain-of-Thought Matters: Improving Long-Context Language Models with Reasoning Path Supervision	Feb 28, 2025	Domain Generalization	—Unverified	0
CFPL-FAS: Class Free Prompt Learning for Generalizable Face Anti-spoofing	Mar 21, 2024	Domain GeneralizationFace Anti-Spoofing	—Unverified	0
Ani-GIFs: A benchmark dataset for domain generalization of action recognition from GIFs	Sep 26, 2022	Action RecognitionAnimated GIF Generation	—Unverified	0
Domain Generalization for Medical Image Analysis: A Review	Oct 5, 2023	Domain GeneralizationMedical Image Analysis	—Unverified	0
Domain Generalization for Mammographic Image Analysis with Contrastive Learning	Apr 20, 2023	breast density classificationContrastive Learning	—Unverified	0
Center-aware Adversarial Augmentation for Single Domain Generalization	Jan 1, 2023	Data AugmentationDomain Generalization	—Unverified	0
Domain Generalization for In-Orbit 6D Pose Estimation	Jun 17, 2024	6D Pose EstimationData Augmentation	—Unverified	0
Domain Generalization for Endoscopic Image Segmentation by Disentangling Style-Content Information and SuperPixel Consistency	Sep 19, 2024	DisentanglementDomain Generalization	—Unverified	0
Domain Generalization for Domain-Linked Classes	Jun 1, 2023	Domain Generalization	—Unverified	0
Domain Generalization for Cross-Receiver Radio Frequency Fingerprint Identification	Nov 6, 2024	Domain GeneralizationFederated Learning	—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