Domain Generalization
EFFICIENTLY ASSEMBLE NORMALIZATION LAYERS AND REGULARIZATION FOR FEDERATED DOMAIN GENERALIZATION - CVPR 2024 BENCHMARKING ALGORITHMS FOR FEDERATED DOMAIN GENERALIZATION - ICLR 2024 Setting: Domain generalization where domain data are not shared between the domains due to privacy concerns. Challenge: The scale of the no of clients in the federated setting may be too high in addition to high data diversity between the clients or domains. Proposal: Introduce a novel data partition scheme that allows us to distribute domain datasets among a few or many clients while controlling client heterogeneity. IMPROVING DOMAIN GENERALIZATION WITH DOMAIN RELATIONS - ICLR 2024 Setting: Domain generalization - multiple source domains, the model should do well on unseen data Proposal: Utilizes domain similarities based on domain metadata to learn domain-specific models. A pairwise similarity matrix is used MIXUP-INDUCED DOMAIN EXTRAPOLATION FOR DOMAIN GENERALIZATION - A...