Search Results - "Wijethilake, Navodini"
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1
Radiogenomics model for overall survival prediction of glioblastoma
Published in Medical & biological engineering & computing (01-08-2020)“…Glioblastoma multiforme (GBM) is a very aggressive and infiltrative brain tumor with a high mortality rate. There are radiomic models with handcrafted features…”
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Imaging biomarkers associated with extra-axial intracranial tumors: a systematic review
Published in Frontiers in oncology (25-04-2023)“…Extra-axial brain tumors are extra-cerebral tumors and are usually benign. The choice of treatment for extra-axial tumors is often dependent on the growth of…”
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3
Glioma Survival Analysis Empowered With Data Engineering-A Survey
Published in IEEE access (2021)“…Survival analysis is a critical task in glioma patient management due to the inter and intra tumor heterogeneity. In clinical practice, clinicians estimate the…”
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4
DEEP-squared: deep learning powered De-scattering with Excitation Patterning
Published in Light, science & applications (13-09-2023)“…Limited throughput is a key challenge in in vivo deep tissue imaging using nonlinear optical microscopy. Point scanning multiphoton microscopy, the current…”
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5
Identifying risk factors of intracerebral hemorrhage stability using explainable attention model
Published in Medical & biological engineering & computing (01-02-2022)“…Segmentation of intracerebral hemorrhage (ICH) helps improve the quality of diagnosis, draft the desired treatment methods, and clinically observe the…”
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6
Deep learning for automatic segmentation of vestibular schwannoma: a retrospective study from multi-center routine MRI
Published in Frontiers in computational neuroscience (09-05-2024)“…Automatic segmentation of vestibular schwannoma (VS) from routine clinical MRI has potential to improve clinical workflow, facilitate treatment decisions, and…”
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Glioblastoma multiforme prognosis: MRI missing modality generation, segmentation and radiogenomic survival prediction
Published in Computerized medical imaging and graphics (01-07-2021)“…[Display omitted] •Propose an FCN architecture using octave partial convolution and skip connection with scSE (skip-scSE).•Design a novel decoder efficiently…”
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8
Glioblastoma Multiforme Prognosis: MRI Missing Modality Generation, Segmentation and Radiogenomic Survival Prediction
Published 17-03-2021“…The accurate prognosis of Glioblastoma Multiforme (GBM) plays an essential role in planning correlated surgeries and treatments. The conventional models of…”
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Survival prediction and risk estimation of Glioma patients using mRNA expressions
Published in 2020 IEEE 20th International Conference on Bioinformatics and Bioengineering (BIBE) (01-10-2020)“…Gliomas are lethal type of central nervous system tumors with a poor prognosis. Recently, with the advancements in the micro-array technologies thousands of…”
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Conference Proceeding -
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A Clinical Guideline Driven Automated Linear Feature Extraction for Vestibular Schwannoma
Published 30-10-2023“…Vestibular Schwannoma is a benign brain tumour that grows from one of the balance nerves. Patients may be treated by surgery, radiosurgery or with a…”
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Journal Article -
11
DEEP$^2$: Deep Learning Powered De-scattering with Excitation Patterning
Published 19-10-2022“…Limited throughput is a key challenge in in-vivo deep-tissue imaging using nonlinear optical microscopy. Point scanning multiphoton microscopy, the current…”
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Journal Article -
12
Boundary Distance Loss for Intra-/Extra-meatal Segmentation of Vestibular Schwannoma
Published 09-08-2022“…Vestibular Schwannoma (VS) typically grows from the inner ear to the brain. It can be separated into two regions, intrameatal and extrameatal respectively…”
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Journal Article -
13
Survival prediction and risk estimation of Glioma patients using mRNA expressions
Published 01-11-2020“…Gliomas are lethal type of central nervous system tumors with a poor prognosis. Recently, with the advancements in the micro-array technologies thousands of…”
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Journal Article -
14
Brain Tumor Segmentation and Survival Prediction using 3D Attention UNet
Published 02-04-2021“…In this work, we develop an attention convolutional neural network (CNN) to segment brain tumors from Magnetic Resonance Images (MRI). Further, we predict the…”
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Journal Article -
15
A Thickness Sensitive Vessel Extraction Framework for Retinal and Conjunctival Vascular Tortuosity Analysis
Published 02-01-2021“…Systemic diseases such as diabetes, hypertension, atherosclerosis are among the leading causes of annual human mortality rate. It is suggested that retinal and…”
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Journal Article -
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Radiogenomics of Glioblastoma: Identification of Radiomics associated with Molecular Subtypes
Published 27-10-2020“…Glioblastoma is the most malignant type of central nervous system tumor with GBM subtypes cleaved based on molecular level gene alterations. These alterations…”
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Journal Article