Search Results for author: Gustavo K Rohde

Found 3 papers, 0 papers with code

Linear optimal transport subspaces for point set classification

no code implementations15 Mar 2024 Mohammad Shifat E Rabbi, Naqib Sad Pathan, Shiying Li, Yan Zhuang, Abu Hasnat Mohammad Rubaiyat, Gustavo K Rohde

Our approach employs the Linear Optimal Transport (LOT) transform to obtain a linear embedding of set-structured data.


A sliced-Wasserstein distance-based approach for out-of-class-distribution detection

no code implementations2 Feb 2023 Mohammad Shifat E Rabbi, Abu Hasnat Mohammad Rubaiyat, Yan Zhuang, Gustavo K Rohde

These methods often require extensive training data, are computationally expensive, and are vulnerable to out-of-distribution samples, e. g., adversarial attacks.

Classification Face Recognition +3

Transport-based morphometry of nuclear structures of digital pathology images in cancers

no code implementations2 Feb 2023 Mohammad Shifat E Rabbi, Natasha Ironside, John A Ozolek, Rajendra Singh, Liron Pantanowitz, Gustavo K Rohde

We demonstrate the model is robust to different staining patterns and imaging protocols, and can be used to discover meaningful and interpretable information within and across datasets and cancer types.

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