Dr Dmitry Minskiy
Postgraduate Research Student
Academic and research departments
Centre for Vision, Speech and Signal Processing (CVSSP), Department of Electrical and Electronic Engineering, Faculty of Engineering and Physical Sciences.About
My research project
Multifunctional Hybrid Deep Neural NetworksIn my research, I focus on hybrid networks that combine fixed and learnable filters to address the limitations of fully trained Convolutional Neural Networks such as poor interpretability, high computational complexity and a need for large training sets. My task is to investigate novel ways of combining the two worlds: conventional image processing and deep learning to go beyond the state-of-the-art.
Supervisors
In my research, I focus on hybrid networks that combine fixed and learnable filters to address the limitations of fully trained Convolutional Neural Networks such as poor interpretability, high computational complexity and a need for large training sets. My task is to investigate novel ways of combining the two worlds: conventional image processing and deep learning to go beyond the state-of-the-art.