
MSc Maria Ferlin
Employment
- PhD Candidate at Gdańsk University of Technology
- Doktorant at Gdańsk University of Technology
Research fields
Social media
Publication showcase
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Deep learning-based waste detection in natural and urban environments
Waste pollution is one of the most significant environmental issues in the modern world. The importance of recycling is well known, both for economic and ecological reasons, and the industry demands high efficiency. Current studies towards automatic waste detection are hardly comparable due to the lack of benchmarks and widely accepted standards regarding the used metrics and data. Those problems are addressed in this article by...
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A Comprehensive Analysis of Deep Neural-Based Cerebral Microbleeds Detection System
Machine learning-based systems are gaining interest in the field of medicine, mostly in medical imaging and diagnosis. In this paper, we address the problem of automatic cerebral microbleeds (CMB) detection in magnetic resonance images. It is challenging due to difficulty in distinguishing a true CMB from its mimics, however, if successfully solved it would streamline the radiologists work. To deal with this complex three-dimensional...
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Trustworthy Applications of ML Algorithms in Medicine - Discussion and Preliminary Results for a Problem of Small Vessels Disease Diagnosis.
ML algorithms are very effective tools for medical data analyzing, especially at image recognition. Although they cannot be considered as a stand-alone diagnostic tool, because it is a black-box, it can certainly be a medical support that minimize negative effect of human-factors. In high-risk domains, not only the correct diagnosis is important, but also the reasoning behind it. Therefore, it is important to focus on trustworthiness...
Obtained scientific degrees/titles
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2019-06-27
Obtained science degree
MSc (Master of Science) Automatic control and robotics (Technology) -
2018-02-01
Obtained science degree
BSc (Bachelor of Science) Automatic control and robotics (Technology)
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