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Researcher profile

Joseph T. Roland

2 papers in the PaperMetrix corpus

Publications

Papers by this author

  1. Multi-modal learning with missing data for cancer diagnosis using histopathological and genomic data

    2022 · Medical Imaging 2022: Computer-Aided Diagnosis

    Multi-modal learning (e.g., integrating pathological images with genomic features) tends to improve the accuracy of cancer diagnosis and prognosis as compared to learning with a single modality. However, missing data is a common problem in …

  2. Feasibility of Universal Anomaly Detection without Knowing the Abnormality in Medical Images

    2023 · arXiv (Cornell University)

    Many anomaly detection approaches, especially deep learning methods, have been recently developed to identify abnormal image morphology by only employing normal images during training. Unfortunately, many prior anomaly detection methods were optimized for a specific …