
dr inż. Magdalena Mazur-Milecka
Employment
- Assistant professor at Department of Biomedical Engineering
Social media
Contact
- magmilec@pg.edu.pl
Assistant professor
- Workplace
- Budynek A Wydziału Elektroniki - p.: Telekomunikacji i Informatyki - p.: 106
- Phone
- 583486294
- magmilec@pg.edu.pl
Publication showcase
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Deep learning based thermal image segmentation for laboratory animals tracking
Automated systems for behaviour classification of laboratory animals are an attractive alternative to manual scoring. However, the proper animals separation and tracking, especially when they are in close contact, is the bottleneck of the behaviour analysis systems. In this paper, we propose a method for the segmentation of thermal images of laboratory rats that are in close contact during social behaviour tests. For this, we are...
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Sperm segmentation and abnormalities detection during the ICSI procedure using machine learning algorithms
(1) About 15-20% of couples struggle with the problem of infertility. 30 to 40% of these cases are caused by abnormalities in the structure and motility of sperm. Sometimes the only possibility for such people is to use the procedure of artificial insemination. CASA systems are used to increase the efficiency of this procedure by selecting the appropriate sperm cell. (2) This paper presents an approach to the sperm classification...
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Ensembling noisy segmentation masks of blurred sperm images
Background: Sperm tail morphology and motility have been demonstrated to be important factors in determining sperm quality for in vitro fertilization. However, many existing computer-aided sperm analysis systems leave the sperm tail out of the analysis, as detecting a few tail pixels is challenging. Moreover, some publicly available datasets for classifying morphological defects contain images limited only to the sperm head. This...
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