Debdoot Sheet

Biography

PhD, School of Medical Science and Technology Indian Institute of Technology Kharagpur, WB, India Oct. 2010 - Mar. 2014 MS, School of Medical Science and Technology Indian Institute of Technology Kharagpur, WB, India July 2008 - Aug. 2010 B. Tech, Electronics and Communication Engineering West Bengal University of Technology, Kolkata, India July 2004 - May 2008

Research Interest

Medical image analysis, imaging and visualization: Ultrasonic and optical tissue characterization, machine learning of tissue-energy interaction, probabilistic graphical models for image segmentation, random walker, active contour, systematic evaluation and validation, digital angiography, digital pathology, live-cell imaging, virtual-/augmented reality, surgical tool tracking, interventional navigation guidance. • Image and multidimensional signal processing: Stochastic noise models in medical imaging, image denoising, artefact removal, bilateral filtering, non-local means, fuzzy statistics, vector order statistics, computer graphics and visualization, shape models, image registration, compositing, camera and sensor calibration. • Machine learning: Domain adaptation for learning with interdependent and non-identically distributed data; Deep, transfer and ensemble learning for discriminative pattern segmentation, classification, regression in high-dimensional, large, sparsely or approximately labelled data; learning with parallel computing and CPU-GPU handshaking. • Physics of medical imaging: Statistical physics of ultrasonics, optical coherence tomography, multispectral optical microscopy, ophthalmoscopy, x-ray mammography.