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Domain Generalization
Domain Generalization On Domainnet
Domain Generalization On Domainnet
Metrics
Average Accuracy
Results
Performance results of various models on this benchmark
Columns
Model Name
Average Accuracy
Paper Title
Repository
SWAD (ResNet-50)
46.5
SWAD: Domain Generalization by Seeking Flat Minima
MIRO (RegNetY-16GF, SWAD)
60.7
Domain Generalization by Mutual-Information Regularization with Pre-trained Models
PromptStyler (CLIP, ViT-L/14)
65.5
PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization
GMDG (RegNetY-16GF, SWAD)
61.3
Rethinking Multi-domain Generalization with A General Learning Objective
Hybrid-SF-MoE
52.0
Sparse Mixture-of-Experts are Domain Generalizable Learners
-
Meta-DMoE (ResNet-50)
44.2
Meta-DMoE: Adapting to Domain Shift by Meta-Distillation from Mixture-of-Experts
CADG
51.6
CADG: A Model Based on Cross Attention for Domain Generalization
-
SPG (CLIP, ViT-B/16)
60.1
Soft Prompt Generation for Domain Generalization
GMDG (RegNetY-16GF)
54.6
Rethinking Multi-domain Generalization with A General Learning Objective
DMG (ResNet-50)
43.63
Learning to Balance Specificity and Invariance for In and Out of Domain Generalization
VL2V-SD (CLIP, ViT-B/16)
62.79
Leveraging Vision-Language Models for Improving Domain Generalization in Image Classification
SPG (CLIP, ResNet-50)
50.1
Soft Prompt Generation for Domain Generalization
GMDG (ResNet-50, SWAD)
47.3
Rethinking Multi-domain Generalization with A General Learning Objective
SIMPLE+
61.9
SIMPLE: Specialized Model-Sample Matching for Domain Generalization
SEDGE+
54.7
Domain Generalization using Pretrained Models without Fine-tuning
-
SIMPLE
49.2
SIMPLE: Specialized Model-Sample Matching for Domain Generalization
Ensemble of Averages (RegNetY-16GF)
60.9
Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization
DDG
46.93
Dynamic Domain Generalization
Ensemble of Averages (ResNet-50)
47.4
Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization
MetaReg (ResNet-50)
43.62
Learning to Balance Specificity and Invariance for In and Out of Domain Generalization
0 of 36 row(s) selected.
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