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Domain Generalization On Vlcs

Metrics

Average Accuracy

Results

Performance results of various models on this benchmark

Paper Title
CAR-FT (CLIP, ViT-B/16)85.5Context-Aware Robust Fine-Tuning
UniDG + CORAL + ConvNeXt-B84.5Towards Unified and Effective Domain Generalization
SPG (CLIP, ResNet-50)84.0Soft Prompt Generation for Domain Generalization
VL2V-SD (CLIP, ViT-B/16)83.25Leveraging Vision-Language Models for Improving Domain Generalization in Image Classification
MoA (OpenCLIP, ViT-B/16)83.1Domain Generalization Using Large Pretrained Models with Mixture-of-Adapters
D-Triplet(RegNetY-16GF)82.9Domain-aware Triplet loss in Domain Generalization
PromptStyler (CLIP, ViT-B/16)82.9PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization
SIMPLE+82.7SIMPLE: Specialized Model-Sample Matching for Domain Generalization
GMDG (RegNetY-16GF)82.4Rethinking Multi-domain Generalization with A General Learning Objective
PromptStyler (CLIP, ViT-L/14)82.4PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization
SPG (CLIP, ViT-B/16)82.4Soft Prompt Generation for Domain Generalization
PromptStyler (CLIP, ResNet-50)82.3PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization
SEDGE+82.2Domain Generalization using Pretrained Models without Fine-tuning
CADG82.2CADG: A Model Based on Cross Attention for Domain Generalization
GMDG (RegNetY-16GF, SWAD)82.2Rethinking Multi-domain Generalization with A General Learning Objective
MIRO (RegNetY-16GF, SWAD)81.7Domain Generalization by Mutual-Information Regularization with Pre-trained Models
Ensemble of Averages (RegNetY-16GF)81.1Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization
Ensemble of Averages (ResNeXt-50 32x4d)80.4Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization
GMoE-S/1680.2Sparse Mixture-of-Experts are Domain Generalizable Learners
SIMPLE79.9SIMPLE: Specialized Model-Sample Matching for Domain Generalization
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Domain Generalization On Vlcs | SOTA | HyperAI