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 951–975 of 1751 papers

Title	Date	Tasks	Status	Hype
LiDAR-CS Dataset: LiDAR Point Cloud Dataset with Cross-Sensors for 3D Object Detection	Jan 29, 2023	3D Object DetectionAutonomous Driving	CodeCode Available	1
Learning Optimal Features via Partial Invariance	Jan 28, 2023	Domain Generalization	CodeCode Available	0
DEJA VU: Continual Model Generalization For Unseen Domains	Jan 25, 2023	Data AugmentationDomain Adaptation	CodeCode Available	1
Causality-based Dual-Contrastive Learning Framework for Domain Generalization	Jan 22, 2023	Contrastive LearningDiversity	—Unverified	0
ManyDG: Many-domain Generalization for Healthcare Applications	Jan 21, 2023	Domain GeneralizationSeizure Detection	CodeCode Available	1
Foresee What You Will Learn: Data Augmentation for Domain Generalization in Non-stationary Environment	Jan 19, 2023	Data AugmentationDomain Generalization	CodeCode Available	0
Exploiting Style Transfer-based Task Augmentation for Cross-Domain Few-Shot Learning	Jan 19, 2023	Cross-Domain Few-Shotcross-domain few-shot learning	—Unverified	0
Graphix-T5: Mixing Pre-Trained Transformers with Graph-Aware Layers for Text-to-SQL Parsing	Jan 18, 2023	Domain GeneralizationInductive Bias	CodeCode Available	0
Modeling Uncertain Feature Representation for Domain Generalization	Jan 16, 2023	Domain Generalizationimage-classification	CodeCode Available	1
CLIP the Gap: A Single Domain Generalization Approach for Object Detection	Jan 13, 2023	Domain Generalizationimage-classification	CodeCode Available	1
1st Place Solution for ECCV 2022 OOD-CV Challenge Object Detection Track	Jan 12, 2023	Domain AdaptationDomain Generalization	CodeCode Available	0
1st Place Solution for ECCV 2022 OOD-CV Challenge Image Classification Track	Jan 12, 2023	Data AugmentationDomain Adaptation	CodeCode Available	0
Multi-Scanner Canine Cutaneous Squamous Cell Carcinoma Histopathology Dataset	Jan 11, 2023	Domain GeneralizationTumor Segmentation	CodeCode Available	0
Domain Generalization via Ensemble Stacking for Face Presentation Attack Detection	Jan 5, 2023	Domain GeneralizationEnsemble Learning	—Unverified	0
Multi-View Action Recognition Using Contrastive Learning	Jan 3, 2023	Action RecognitionContrastive Learning	CodeCode Available	0
Fine-Grained Hard Negative Mining: Generalizing Mitosis Detection with a Fifth of the MIDOG 2022 Dataset	Jan 3, 2023	Data AugmentationDomain Generalization	—Unverified	0
Center-aware Adversarial Augmentation for Single Domain Generalization	Jan 1, 2023	Data AugmentationDomain Generalization	—Unverified	0
Towards Unsupervised Domain Generalization for Face Anti-Spoofing	Jan 1, 2023	Domain GeneralizationFace Anti-Spoofing	—Unverified	0
Borrowing Knowledge From Pre-trained Language Model: A New Data-efficient Visual Learning Paradigm	Jan 1, 2023	Domain GeneralizationFew-Shot Learning	CodeCode Available	1
Environment Agnostic Representation for Visual Reinforcement Learning	Jan 1, 2023	Deep Reinforcement LearningDomain Generalization	CodeCode Available	1
iDAG: Invariant DAG Searching for Domain Generalization	Jan 1, 2023	Contrastive LearningDomain Generalization	CodeCode Available	1
DandelionNet: Domain Composition with Instance Adaptive Classification for Domain Generalization	Jan 1, 2023	Domain AdaptationDomain Generalization	—Unverified	0
Task-aware Adaptive Learning for Cross-domain Few-shot Learning	Jan 1, 2023	Cross-Domain Few-Shotcross-domain few-shot learning	—Unverified	0
A Unified Framework for Robustness on Diverse Sampling Errors	Jan 1, 2023	Domain Generalization	—Unverified	0
Federated Domain Generalization With Generalization Adjustment	Jan 1, 2023	Domain GeneralizationFairness	CodeCode Available	1

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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