V ponedeljek, 20. junija 2022, bo ob 16.00 uri prek spletnih orodij na daljavo izvedeno
predavanje v okviru PONEDELJKOVEGA SEMINARJA RAČUNALNIŠTVA IN INFORMATIKE
Oddelkov za Informacijske znanosti in tehnologije UP FAMNIT in UP IAM.

ČAS/PROSTOR: 20. junij 2022 ob 16.00 na daljavo

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PREDAVATELJ: Nedim ŠIŠIĆ
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Nedim Šišić is a FAMNIT student from Bosnia and Herzegovina. He is enrolled in the 2nd year of the Computer Science Master's study program. His Research Seminar mentor is Professor Peter Rogelj.

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NASLOV: Neural Network Based Classification of Brain Lesions
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POVZETEK:

A brain lesion is an area of tissue injury or disease within the brain. Brain-imaging techniques, such as MRI, produce images of the brain used for diagnosis or prognosis of a wide variety of injuries or conditions. Such images can be used to classify brain lesions. Recently, neural networks have been used to great success in different computer vision domains, including brain image processing. In this work, we develop a convolutional neural network that automatically classifies MRI images in multiple sclerosis patients. The image dataset consists of three-dimensional images with three channels: FLAIR MRI, QSM MRI, and a mask channel indicating lesion location. We describe data augmentation techniques we use for increasing the dataset and present the network architecture and the results of the model. Specifically, we show the results of training the network using different combinations of the three image channels.

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Vabljeni!