Image processing iit thesis
Ajoy Kumar Ray Jyotirmoy Chatterjee. Soft tissues like skin, fat, muscles and blood vessels experience benign and malignant tumors, excess deposition of extracellular matrix, cellular hyperplasia and hypoplasia, and are medically termed as lesions. In diagnostics, a small quantity of tissue is collected from the lesion as biopsy or through aspiration, followed by evaluation by an expert Pathologist.
This invasive procedure involves patient discomfort and results in hours of delay in reporting. Moreover, this practice is not feasible for critical organs, eyes, coronary vessels and healing wounds.
In this thesis, a set of multidimensional signal and image processing algorithms are proposed and evaluated for in situ diagnostic histopathology in real time using non-destructive subsurface imaging. The rational was to develop an analytically converging solution to a set of statistical physics equations to model tissue-energy interaction in acoustic and optical imaging using a transfer learning framework. In acoustic imaging ultrasonic propagation and backscattering in heterogeneous tissues are modelled and used to characterize tissues.
I am also a failed physicist BSc St. Joining my group : I am looking for full time PhD students at IIT Delhi and Research Fellows at Microsoft Research India to work with me on research problems in supervised machine learning, extreme classification, recommender systems, deep learning and resource constrained machine learning for the Internet of Things.
I apologize in advance for my inability to respond to e-mails about summer or winter projects, thesis supervision external to IIT Delhi, etc. Internships : If you are a PhD student looking to do an internship with me then please e-mail me directly.
- List of topics in image processing for thesis and research;
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I have only one or two internship slots and competition is stiff so please apply early. Unfortunately, I get more e-mails about internships than I can deal with, so please accept my apologies for not being able to respond to your mail if you are not a PhD student.