Dr. Rajath Elias Soans Profile

Dr. Rajath Elias Soans

Senior Scientist at Merck & Co Inc

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Publications (3)

Proceedings Article | 3 April 2024 Presentation + Paper

Automated anomaly detection in histology images using deep learning

Antong Chen, Lillie Shelton, Rajath Soans, Tosha Shah, Thomas Forest, Kyathanahalli Janardhan, Michael Napolitano, Raymond Gonzalez, Grady Carlson, Jyoti Shah

Proceedings Volume 12933, 129330N (2024) https://doi.org/10.1117/12.3006224

KEYWORDS: Tissues, Data modeling, Visualization, Deep learning, Safety, Pathology

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Proceedings Article | 3 April 2024 Presentation + Paper

HER2 prediction from breast H&E-stained whole slide images: a comparison between ROI-based supervised learning and multiple instance learning approaches

Antong Chen, Lin Li, Radha Krishnan, Razvan Cristescu, Amir Vajdi, Rajath Soans, Tosha Shah

Proceedings Volume 12933, 129330R (2024) https://doi.org/10.1117/12.3006884

KEYWORDS: Education and training, Tumor growth modeling, Performance modeling, Machine learning, Breast, Data modeling, Tumors, Feature extraction, Breast cancer, Visual process modeling

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Proceedings Article | 2 March 2018 Paper

Organ localization and identification in thoracic CT volumes using 3D CNNs leveraging spatial anatomic relations

Rajath Elias Soans, James Shackleford

Proceedings Volume 10574, 105741X (2018) https://doi.org/10.1117/12.2293801

KEYWORDS: Heart, Lung, Sensors, Data modeling, 3D modeling, Target detection, Convolution, Spherical lenses, X-ray computed tomography, Image segmentation

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