Search Results for author: Oscar Pastor-Serrano

Found 3 papers, 0 papers with code

Learning Image Representations for Content Based Image Retrieval of Radiotherapy Treatment Plans

no code implementations6 Jun 2022 Charles Huang, Varun Vasudevan, Oscar Pastor-Serrano, Md Tauhidul Islam, Yusuke Nomura, Piotr Dubrowski, Jen-Yeu Wang, Joseph B. Schulz, Yong Yang, Lei Xing

To address these limitations, we propose a content based image retrieval (CBIR) method for retrieving dose distributions of previously planned patients based on anatomical similarity.

Content-Based Image Retrieval Retrieval

Learning the Physics of Particle Transport via Transformers

no code implementations8 Sep 2021 Oscar Pastor-Serrano, Zoltán Perkó

For the most precise targeting of tumors, next generation RT treatments aim for real-time correction during radiation delivery, necessitating particle transport algorithms that yield precise dose distributions in sub-second times even in highly heterogeneous patient geometries.

A semi-supervised autoencoder framework for joint generation and classification of breathing

no code implementations19 Oct 2020 Oscar Pastor-Serrano, Danny Lathouwers, Zoltán Perkó

To our knowledge, the presented framework is the first approach that unifies generation and classification within a single model for this type of biomedical data, enabling both computer aided diagnosis and augmentation of labeled samples within a single framework.

General Classification Time Series +1

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