I have worked as Medical Computer Scientist on HiGHmed project to find novel and interoperable solutions in medical informatics.
PhD research Data and Web Science Group focused on using machine learning and machine vision for activity recognition.
In this research new optical flow performance metrics have been proposed and evaluated alongside with current metrics.
An unsupervised loss function based on classical variational optical flow for deep learning based optical flow methods i.e. Flownet2-SD.
Using optical flow and IMU data as complementary to each other for better human bevaviour understanding.
During and after my Masters I was working on Machine Learning and Pattern Recognition fields for Medical Imaging and Biological Data.
We have developed an algorithm for species identification using part of DNA sequences. Classification approaches have been applied on different parts of the DNA sequences. Statistical features have been extracted and tested on various parts of the DNA sequences.
Introduced a CAD system that is comprised of feature extraction, feature selection and classification using a combination of wavelet and curvelet for feature extraction.
Artificial Intelligence (AI) has been always of my interest. During my Masters I have been in touch with many AI subjects like: Data mining, Intelligent Databases, Intelligent Agent Development, Expert Systems, PROLOG, Artificial Neural Networks and other interesting AI subjects.
My interest in Bioinformatics started while doing my Masters thesis, in which I used statistical machine learning algorithms on Biological Data (DNA Sequences).
Three things have sparked my interest in Neuroscience and motivated me to be curious to think deeply in Human Brain: My eager to understand human behaviour and explor the human brain, brain inspired computations and especially Artificial Neural Network (ANN), and an inspiring video titled “Advice from a Nobel Laureate” which Prof. Susumu Tonegawa encouraged young people to direct their research towards Neuroscience which contains many mysteries need to be revealed.
So have they not traveled through the earth and have hearts by which to reason and ears by which to hear? For indeed, it is not eyes that are blinded, but blinded are the hearts which are within the breasts. [Quran 22, 6]
Two things are infinite: the universe and human stupidity; and I'm not sure about the universe. - Albert Einstein
And said, 'Ask forgiveness of your Lord. Indeed, He is ever a Perpetual Forgiver. (11) He will send [rain from] the sky upon you in [continuing] showers (12) And give you increase in wealth and children and provide for you gardens and provide for you rivers. [Quran, 71, 11-12]
It is strange that only extraordinary men make the discoveries, which later appear so easy and simple. - Georg C. Lichtenberg
Shall I refuse my dinner because I do not fully understand the process of digestion? - Oliver Heaviside