Feature extraction from MRI ADC images for brain tumor classification using machine learning techniques

Simple item page
dc.contributor.authorVijithananda, Sahan
dc.contributor.authorJayatilake, Mohan
dc.contributor.authorHewavithana, Badra
dc.contributor.authorGonçalves, Teresa
dc.contributor.authorRato, Luis
dc.contributor.authorWeerakoon, Bimali
dc.contributor.authorKalupahana, Tharindu
dc.contributor.authorSilva, Anil
dc.contributor.authorDissanayake, Karuna
dc.date.accessioned2023-02-09T16:29:26Z
dc.date.available2023-02-09T16:29:26Z
dc.date.issued2022-08
dc.description.abstractDiffusion-weighted (DW) imaging is a well-recognized magnetic resonance imaging (MRI) technique that is being routinely used in brain examinations in modern clinical radiology practices. This study focuses on extracting demographic and texture features from MRI Apparent Diffusion Coefficient (ADC) images of human brain tumors, identifying the distribution patterns of each feature and applying Machine Learning (ML) techniques to differentiate malignant from benign brain tumors.por
dc.identifier.authoremailnd
dc.identifier.authoremailnd
dc.identifier.authoremailnd
dc.identifier.authoremailtcg@uevora.pt
dc.identifier.authoremaillmr@uevora.pt
dc.identifier.authoremailnd
dc.identifier.authoremailnd
dc.identifier.authoremailnd
dc.identifier.authoremailnd
dc.identifier.citationVijithananda, S.M., Jayatilake, M.L., Hewavithana, B. et al. Feature extraction from MRI ADC images for brain tumor classification using machine learning techniques. BioMed Eng OnLine 21, 52 (2022). https://doi.org/10.1186/s12938-022-01022-6por
dc.identifier.doihttps://doi.org/10.1186/s12938-022-01022-6por
dc.identifier.scientificarea283por
dc.identifier.urihttps://doi.org/10.1186/s12938-022-01022-6
dc.identifier.urihttp://hdl.handle.net/10174/34086
dc.language.isoporpor
dc.peerreviewedyespor
dc.publisherspringer Naturepor
dc.rightsopenAccesspor
dc.subjectImagespor
dc.subjectBrain tumor classificationpor
dc.subjectmagnetic resonance imagingpor
dc.subjectMachine Learningpor
dc.subjectApparent diffusion coefficientpor
dc.subjectradiologypor
dc.subjectDiffusion weighted imagingpor
dc.subjectRandom forestpor
dc.subjectANOVA f-test feature selectionpor
dc.titleFeature extraction from MRI ADC images for brain tumor classification using machine learning techniquespor
dc.typearticlepor

Files

Original bundle

Now showing 1 - 1 of 1
Thumbnail Image
Name:
2022_Feature extraction from MRI ADC images (MPhil paper 1).pdf
Size:
1.6 MB
Format:
Adobe Portable Document Format
Download

License bundle

Now showing 1 - 1 of 1
Thumbnail Image
Name:
license.txt
Size:
3.89 KB
Format:
Item-specific license agreed upon to submission
Description:
Download

Collections

INF - Publicações - Artigos em Revistas Internacionais Com Arbitragem Científica
driver