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Shirsha Bose

2 accepted papers

2024

SPDG-Net: Semantics Preserving Domain Augmentation through Style Interpolation for Multi-Source Domain Generalization

ICASSP 2024accepted

This paper focuses on domain generalization (DG), addressing the challenge of robust classifier learning from multiple source domains for generalizing to unseen ones. DG suffers from limited source domain diversity, which may hinder model generalization. Recent studies explore domain-augmentation st…

Cited by 0SourceScholar
2024

Unknown Prompt the only Lacuna: Unveiling CLIP's Potential for Open Domain Generalization

CVPR 2024poster

We delve into Open Domain Generalization (ODG) marked by domain and category shifts between training's labeled source and testing's unlabeled target domains. Existing solutions to ODG face limitations due to constrained generalizations of traditional CNN backbones and errors in detecting target open…