Dr. Arian Arab Profile

Dr. Arian Arab

at U.S. Food and Drug Administration

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Publications (3)

Proceedings Article | 3 April 2024 Paper

Assessment of machine learning algorithms for TILs scoring using whole slide images: comparison with pathologists

Arian Arab, Victor Garcia, Seyed Mostafa Kahaki, Nicholas Petrick, Brandon Gallas, Weijie Chen

Proceedings Volume 12933, 1293315 (2024) https://doi.org/10.1117/12.3008518

KEYWORDS: Calibration, Tumors, Image segmentation, Algorithm development, Machine learning, Detection and tracking algorithms, Cancer detection, Breast cancer

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Proceedings Article | 7 April 2023 Presentation + Paper

MISS-tool: medical image segmentation synthesis tool to emulate segmentation errors

Shuyue Guan, Ravi Samala, Arian Arab, Weijie Chen

Proceedings Volume 12465, 1246518 (2023) https://doi.org/10.1117/12.2653650

KEYWORDS: Image segmentation, Medical imaging, Lung, Anatomy, Radiotherapy, Image processing algorithms and systems, Error analysis, Education and training

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Proceedings Article | 7 April 2023 Poster + Paper

Effect of color-normalization on deep learning segmentation models for tumor-infiltrating lymphocytes scoring using breast cancer histopathology images

Arian Arab, Victor Garcia, Shuyue Guan, Brandon Gallas, Berkman Sahiner, Nicholas Petrick, Weijie Chen

Proceedings Volume 12471, 124711H (2023) https://doi.org/10.1117/12.2653989

KEYWORDS: Image segmentation, Breast cancer, Deep learning, Pathology, Color normalization

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