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Vizualizacija in segmentacija volumetričnih podatkov v ogrodju RenderCore
ID Rajković, Denis (Author), ID Marolt, Matija (Mentor) More about this mentor... This link opens in a new window, ID Bohak, Ciril (Co-mentor)

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Abstract
Področje analize medicinskih slik in vizualizacije ter segmentacije medicinskih podatkov je zelo aktualno. V ta namen obstaja veliko orodji, ki uporabnikom pomagajo pri različnih nalogah. Cena, platformna odvisnost in nezmožnost deljenja ter shranjevanja podatkov so le nekateri izmed problemov obstoječih rešitev. V magistrskem delu se zato osredotočimo na razvoj novega orodja, ki poskuša rešiti te probleme. Najprej razširimo ogrodje RenderCore, ki omogoča lažji in hitrejši razvoj aplikacij za upodabljanje 3D računalniške grafike v spletnem brskalniku. Dodamo mu funkcionalnosti za delo z volumetričnimi podatki v obliki 3D tekstur. Na podlagi razširitve nato izdelamo spletno aplikacijo Volume Viewer, ki uporabnikom omogoča vizualizacijo in ročno segmentacijo volumetričnih podatkov. V magistrskem delu opišemo implementacijo razširitve, kot tudi dele in funkcionalnosti razvite aplikacije. Delovanje naše aplikacije analiziramo v kontroliranem okolju z umetno generiranimi podatki, prav tako pa tudi na realnih primerih iz prakse. Na koncu podamo možnosti nadgradnje naše aplikacije ter možnosti uporabe aplikacije pri različnih projektih v prihodnosti.

Language:Slovenian
Keywords:volumetrični podatki, medicinske slike, upodabljanje volumetričnih podatkov, segmentacija, orodja za vizualizacijo, spletne aplikacije
Work type:Master's thesis/paper
Typology:2.09 - Master's Thesis
Organization:FRI - Faculty of Computer and Information Science
Year:2020
PID:20.500.12556/RUL-122415 This link opens in a new window
COBISS.SI-ID:42192387 This link opens in a new window
Publication date in RUL:10.12.2020
Views:797
Downloads:133
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Secondary language

Language:English
Title:Visualisation and segmentation of volumetric data in the RenderCore framework
Abstract:
Medical image analysis with visualization and segmentation of medical data is a very active field. Because of this, many tools for helping users with various tasks have already been developed. Price, platform dependency and inability to share and store data are just some of the problems that current solutions have. Therefore, in the master's thesis, we focus on the development of a new tool that tries to solve these problems. We first extend the RenderCore framework, which allows easier and faster development of applications for rendering 3D computer graphics within web browser. We add functionalities for working with volumetric data in the form of 3D textures. Based on the extension, we then develop web application Volume Viewer, which allows users to visualize and manually segment volumetric data. In the master's thesis, we describe the implementation of extension as well as parts and functionalities of developed application. We analyze the functionality of our application in a controlled environment with artificially generated data, as well as with real cases from practice. In the end, we present the possibilities for upgrading our application and the possibilities of using our application in various future projects.

Keywords:volumetric data, medical images, volume rendering, segmentation, visualisation tools, web apps

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