1. Deep learning for brain MRI tissue and structure segmentation : a comprehensive reviewNedim Šišić, Peter Rogelj, 2025, review article Abstract: Brain MRI segmentation plays a crucial role in neuroimaging studies and clinical trials by enabling the precise localization and quantification of brain tissues and structures. The advent of deep learning has transformed the field, offering accurate and fast tools for MRI segmentation. Nevertheless, several challenges limit the widespread applicability of these methods in practice. In this systematic review, we provide a comprehensive analysis of developments in deep learning-based segmentation of brain MRI in adults, segmenting the brain into tissues, structures, and regions of interest. We explore the key model factors influencing segmentation performance, including architectural design, choice of input size and model dimensionality, and generalization strategies. Furthermore, we address validation practices, which are particularly important given the scarcity of manual annotations, and identify the limitations of current methodologies. We present an extensive compilation of existing segmentation works and highlight the emerging trends and key results. Finally, we discuss the challenges and potential future directions in the field.
Keywords: magnetic resonance imaging, brain, image segmentation, deep learning
Published in RUP: 10.10.2025; Views: 564; Downloads: 6
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7. Transkranialna magnetna stimulacija (TMS) za terapevtske namene : zaključna nalogaKristjan Bajec, 2018, undergraduate thesis Keywords: TMS, rTMS, depresija, parametri stimulacije, efektivnost terapije, možganska aktivnost, TMS, rTMS, depression, stimulation parameters, therapy effectiveness, brain activity
Published in RUP: 17.04.2018; Views: 8647; Downloads: 96
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8. Vpliv stimulansov (kokaina) na delovanje živčevja ter posledično na funkcioniranje v vsakdanjem življenju : zaključna nalogaLara Gregorčič Vidović, 2016, undergraduate thesis Keywords: stimulants, cocaine, heroin, brain, addiction, reward system, functioning in everyday life, nervous system, final assignment
Published in RUP: 22.11.2017; Views: 3719; Downloads: 56
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9. Age-related differences in plasma BDNF levels after prolonged bed restCecilia Soavi, Uroš Marušič, Juana Maria Sanz, Mario Luca Morieri, Edoardo Dalla Nora, Boštjan Šimunič, Rado Pišot, Giovanni Zuliani, Angelina Passaro, 2016, original scientific article Keywords: brain derived neurotrophic factor, BDNF, bed rest, acute stress, aging brain
Published in RUP: 08.08.2016; Views: 5071; Downloads: 236
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