MSc Maria Ferlin
Zatrudnienie
- PhD Candidate w Politechnika Gdańska
- Doktorant w Politechnika Gdańska
Obszary badawcze
Media społecznościowe
Wybrane publikacje
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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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Attention-Based Deep Learning System for Classification of Breast Lesions—Multimodal, Weakly Supervised Approach
Breast cancer is the most frequent female cancer, with a considerable disease burden and high mortality. Early diagnosis with screening mammography might be facilitated by automated systems supported by deep learning artificial intelligence. We propose a model based on a weakly supervised Clustering-constrained Attention Multiple Instance Learning (CLAM) classifier able to train under data scarcity effectively. We used a private...
Uzyskane stopnie/tytuły naukowe
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2019-06-27
Nadanie stopnia naukowego
MSc (Master of Science) Automatyka i robotyka (Dziedzina nauk technicznych) -
2018-02-01
Nadanie stopnia naukowego
BSc (Bachelor of Science) Automatyka i robotyka (Dziedzina nauk technicznych)
wyświetlono 1837 razy