Search Results for author: Aman Rana

Found 5 papers, 0 papers with code

High Accuracy Tumor Diagnoses and Benchmarking of Hematoxylin and Eosin Stained Prostate Core Biopsy Images Generated by Explainable Deep Neural Networks

no code implementations2 Aug 2019 Aman Rana, Alarice Lowe, Marie Lithgow, Katharine Horback, Tyler Janovitz, Annacarolina Da Silva, Harrison Tsai, Vignesh Shanmugam, Hyung-Jin Yoon, Pratik Shah

Our neural network framework thus is automated, explainable and performs high precision H&E staining and destaining of low cost native RGB images, and is computer vision and physician authenticated for rapid and accurate tumor diagnoses.

Benchmarking SSIM

Computational Histological Staining and Destaining of Prostate Core Biopsy RGB Images with Generative Adversarial Neural Networks

no code implementations26 Oct 2018 Aman Rana, Gregory Yauney, Alarice Lowe, Pratik Shah

The staining model uses a conditional generative adversarial network that learns hierarchical non-linear mappings between whole slide RGB image (WSRI) pairs of prostate core biopsy before and after H&E staining.

Generative Adversarial Network

Automated Process Incorporating Machine Learning Segmentation and Correlation of Oral Diseases with Systemic Health

no code implementations25 Oct 2018 Gregory Yauney, Aman Rana, Lawrence C. Wong, Perikumar Javia, Ali Muftu, Pratik Shah

We report an automated process that combines intraoral fluorescent porphyrin biomarker imaging, clinical examinations and machine learning for correlation of systemic health conditions with periodontal disease.

BIG-bench Machine Learning

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