Domain Generalization On Pacs 2

평가 지표

Average Accuracy

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	Average Accuracy	Paper Title	Repository
SIMPLE	88.6	SIMPLE: Specialized Model-Sample Matching for Domain Generalization
GLOT-DR	73.5	Global-Local Regularization Via Distributional Robustness
GMoE-S/16	88.1	Sparse Mixture-of-Experts are Domain Generalizable Learners	-
BNE (ResNet-18)	83.1	Batch Normalization Embeddings for Deep Domain Generalization	-
GroupDRO (Resnet-50, DomainBed)	84.4	Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization
DecAug (Resnet-18)	82.39	DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic Augmentation
DSN (Alexnet)	67.37	Domain Separation Networks
Ensemble of Averages (RegNetY-16GF)	95.8	Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization
JAN-COMBO (Alexnet)	69.45	Multi-component Image Translation for Deep Domain Generalization	-
DMG (Resnet-18)	81.46	Learning to Balance Specificity and Invariance for In and Out of Domain Generalization
SVM	58.74	Deeper, Broader and Artier Domain Generalization
DecAug (Resnet-18)	82.4	DecAug: Augmenting HOI Detection via Decomposition	-
SPG (CLIP, ViT-B/16)	97.0	Soft Prompt Generation for Domain Generalization
Fishr(ResNet-50,DomainBed)	86.9	Fishr: Invariant Gradient Variances for Out-of-Distribution Generalization	-
NAS-OoD (R	84.23	NAS-OoD: Neural Architecture Search for Out-of-Distribution Generalization
GMDG (RegNetY-16GF, SWAD)	97.9	Rethinking Multi-domain Generalization with A General Learning Objective
GMDG (ResNet-50, SWAD)	88.4	Rethinking Multi-domain Generalization with A General Learning Objective
ER (Resnet-18)	81.38	Domain Generalization via Entropy Regularization
XDED (ResNet-18)	86.4	Cross Domain Ensemble Distillation for Domain Generalization	-
MMD-AAE (Resnet-18)	77.0	Domain Generalization With Adversarial Feature Learning	-

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