Search Results for author: Gustavo A. Vargas Hakim

Found 5 papers, 5 papers with code

NC-TTT: A Noise Contrastive Approach for Test-Time Training

1 code implementation12 Apr 2024 David Osowiechi, Gustavo A. Vargas Hakim, Mehrdad Noori, Milad Cheraghalikhani, Ali Bahri, Moslem Yazdanpanah, Ismail Ben Ayed, Christian Desrosiers

Despite their exceptional performance in vision tasks, deep learning models often struggle when faced with domain shifts during testing.

Test-time Adaptation

TFS-ViT: Token-Level Feature Stylization for Domain Generalization

1 code implementation28 Mar 2023 Mehrdad Noori, Milad Cheraghalikhani, Ali Bahri, Gustavo A. Vargas Hakim, David Osowiechi, Ismail Ben Ayed, Christian Desrosiers

This paper presents a first Token-level Feature Stylization (TFS-ViT) approach for domain generalization, which improves the performance of ViTs to unseen data by synthesizing new domains.

Domain Generalization

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