Edge Computing for AI-Based Brain MRI Applications: A Critical Evaluation of Real-Time Classification and Segmentation

QR Code

Edge Computing for AI-Based Brain MRI Applications: A Critical Evaluation of Real-Time Classification and Segmentation

Medical imaging plays a pivotal role in diagnostic medicine with technologies like Magnetic Resonance Imagining (MRI), Computed Tomography (CT), Positron Emission Tomography (PET), and ultrasound scans being widely used to assist radiologists and medical experts in reaching concrete diagnosis. Given...

Full description

Bibliographic Details
Published in:	SENSORS
Main Authors:	Memon, Khuhed; Yahya, Norashikin; Yusoff, Mohd Zuki; Remli, Rabani; Mustapha, Aida-Widure Mustapha Mohd; Hashim, Hilwati; Ali, Syed Saad Azhar; Siddiqui, Shahabuddin
Format:	Article
Language:	English
Published:	MDPI 2024
Subjects:	Chemistry; Engineering; Instruments & Instrumentation
Online Access:	https://www-webofscience-com.uitm.idm.oclc.org/wos/woscc/full-record/WOS:001351005700001

Similar Items

Brain Lesion Segmentation Using Deep Learning and Its Role in Computer-Aided Differential Diagnosis of Multiple Sclerosis and Neuromyelitis Optica
by: Memon, et al.
Published: (2024)

Edge Computing for AI-Based Brain MRI Applications: A Critical Evaluation of Real-Time Classification and Segmentation
by: Memon K.; Yahya N.; Yusoff M.Z.; Remli R.; Mustapha A.-W.M.M.; Hashim H.; Ali S.S.A.; Siddiqui S.
Published: (2024)

Real-time power quality measurement audit of government building - A case study in compliance with IEEE 1159
by: Ananth, et al.
Published: (2023)

Brain Lesion Segmentation Using Deep Learning and Its Role in Computer-Aided Differential Diagnosis of Multiple Sclerosis and Neuromyelitis Optica
by: Memon K.; Yahya N.; Siddiqui S.; Hashim H.; Remli R.; Mustapha Mohd Mustapha A.-W.; Zuki Yusoff M.; Saad Azhar Ali S.
Published: (2024)

Integrative approach to fluorescence-based oxygen sensing in polymer optical fibers with surface plasmon resonance
by: Hishamuddin, et al.
Published: (2024)

Utilizing gammatone filter coefficient to improve human mouth-click signal detection using a multi-phase correlation process
by: Saleh, et al.
Published: (2024)

Resistive strain sensors based on carbon black and multi-wall carbon nanotube composites
by: Abd Hamid, et al.
Published: (2024)

Exploring moisture content measurement using an open-ended coaxial sensor: A method of moments approach
by: Soleimani, et al.
Published: (2024)

MRI brain tumor segmentation: A forthright image processing approach
by: Khalid N.E.A.; Ismail M.F.; Manaf M.A.A.B.; Fadzil A.F.A.; Ibrahim S.
Published: (2020)

Comparison of Various Colorization Techniques for MRI Brain Tumor Segmentation using Convolutional Neural Networks
by: Azam A.S.B.; Jumaat A.K.; Ibrahim S.
Published: (2023)

Improving the efficiency of induction motor drive by flux and torque control: A hybrid LSE-RERNN approach
by: Sivaraju, et al.
Published: (2024)

Brain aneurysm extraction in MRI images
by: Ab Rauf R.H.; Ghafar N.A.; Khalid N.E.A.
Published: (2019)

Domperidone nanocrystals with boosted oral bioavailability: fabrication, evaluation and molecular insight into the polymer-domperidone nanocrystal interaction(vol9, pg284, 2019)
by: Ndlovu, et al.
Published: (2024)

RETRACTION: pH-responsive CAP-co-poly(methacrylic acid)-based hydrogel as an efficient platform for controlled gastrointestinal delivery: fabrication, characterization, in vitro and in vivo toxicity evaluation (Retraction of Vol 9, Pg 555, 2018)
by: Shah, et al.
Published: (2024)

Eyeball segmentation and measurement in MRI images of myopic children
by: Rayan J.E.; Mokri S.S.; Low Y.C.; Mohd-Ali B.; Huddin A.B.; Mohamad-Shahimin M.; Arif N.; Abdul-Hamid H.; Mohidin N.
Published: (2022)

Microcalcifications segmentation using three edge detection techniques
by: Yasiran S.S.; Jumaat A.K.; Abdul Malek A.; Hashim F.H.; Dhaniah Nasrir N.; Azirah Sayed Hassan S.N.; Ahmad N.; Mahmud R.
Published: (2012)

Evaluation of brain tumor using brain MRI with modified-moth-flame algorithm and Kapur’s thresholding: a study
by: Kadry S.; Rajinikanth V.; Raja N.S.M.; Jude Hemanth D.; Hannon N.M.S.; Raj A.N.J.
Published: (2021)

Performance comparison of Canny and Sobel edge detectors on Balloon Snake in segmenting masses
by: Jumaat A.K.; Yasiran S.S.; Malek A.A.; Rahman W.E.Z.W.A.; Badrin N.; Osman S.H.; Rafiee S.R.; Mahmud R.
Published: (2014)

Comparison of Different Image Processing Methods with Spatial Information in Clinical Brain MRI
by: Isa, et al.
Published: (2020)

MRI T1-Weighted Fat Segmentation Based on Active Contour for Osteosarcoma Patients
by: Shukor M.S.M.; Meng B.C.C.; Damanhuri N.S.; Othman N.A.; Othman M.H.; Aziz M.E.
Published: (2025)

Classification of Brain Tumors on MRI Images Using DenseNet and Support Vector Machine
by: Minarno A.E.; Kantomo I.S.; Sumadi F.D.S.; Nugroho H.A.; Ibrahim Z.
Published: (2022)

De-noising of noisy MRI brain image using the switching-based clustering algorithm
by: Sulaiman S.N.; Ishak S.M.C.; Isa I.S.; Hamzah N.
Published: (2014)

Automated segmentation and detection of T1-weighted magnetic resonance imaging brain images of glioma brain tumor
by: Zaihani N.H.I.M.; Roslan R.; Ibrahim Z.; Samah K.A.F.A.
Published: (2020)

Adaptive Neuro-Fuzzy Inference System for brain abnormality segmentation
by: Noor N.M.; Khalid N.E.A.; Hassan R.; Ibrahim S.; Yassin I.M.
Published: (2010)

CAPSOCA: Hybrid technique for nosologic segmentation of primary brain tumors
by: Ibrahim S.; Khalid N.E.A.; Manaf M.
Published: (2019)

Stability and Reproducibility of Radiomic Features Based on Various Segmentation Techniques on Cervical Cancer DWI-MRI
by: Ramli Z.; Karim M.K.A.; Effendy N.; Abd Rahman M.A.; Kechik M.M.A.; Ibahim M.J.; Haniff N.S.M.
Published: (2022)

Comparison between mathematical morphology and Canny Edge Detection methods for image post processing techniques in segmenting microcalcification
by: Malek A.A.; Jalil U.M.A.; Mohamad D.N.F.P.; Muhamad N.A.; Hashim S.S.S.
Published: (2018)

An automated multimodal white matter hyperintensity identification for MRI images using image processing
by: Isa I.; Sulaiman S.N.; Md. Tahir N.; Abdullah M.F.; Che Soh Z.H.; Mustapha M.; Karim N.K.A.
Published: (2017)

Evaluating Automated Grammar Corrective Feedback Tools: A Comparative Study of Grammarly and QuillBot in ESL Expository Essays
by: Radin, et al.
Published: (2024)

Evaluation of MRI images' pixels intensity in three different MRI sequences
by: Arsat Z.A.; Halim Kadarman A.; Shokri A.A.; Aziz M.E.; Shuib S.
Published: (2020)

Real-Time Masked Facial Recognition with MobileNetV2 and Transfer Learning
by: Mustapha M.F.; Abdul Aziz N.A.S.; Ab Hamid S.H.; Mohamad N.M.
Published: (2024)

Applications of Polyaniline-Based Molybdenum Disulfide Nanoparticles against Brain-Eating Amoebae
by: Abdelnasir S.; Mungroo M.R.; Chew J.; Siddiqui R.; Khan N.A.; Ahmad I.; Shahabuddin S.; Anwar A.
Published: (2023)

FPGA-BASED EDGE DETECTION TECHNIQUE WITH IMAGE FILTERS ENHANCEMENT
by: Rosli M.R.; Mohd Hassan S.L.; Abdul Halim I.S.; Abdullah N.E.; Ab Rahim A.A.
Published: (2021)

Exploring the Cultural Significance and Economic Potential of a Wau Bulan Chatbot
by: Kasinathan, et al.
Published: (2024)

Polyaniline (PANI)-conjugated tungsten disulphide (WS2) nanoparticles as potential therapeutics against brain-eating amoebae
by: Abdelnasir S.; Mungroo M.R.; Shahabuddin S.; Siddiqui R.; Khan N.A.; Ahmad I.; Anwar A.
Published: (2022)

AI in Action: Unveiling Factors Influencing AI and Human Collaboration in Malaysian Academic Libraries
by: Aman F.; Zakaria N.
Published: (2024)

On the chromaticity of complete multipartite graphs with certain edges added
by: Lau G.C.; Peng Y.H.
Published: (2009)

Edge irregular reflexive labeling for corona product of path and star
by: Yoong K.K.; Hasni R.; Lau G.C.; Gobithaasan R.U.; Siddiqui M.K.
Published: (2024)

On friendly index sets of the edge-gluing of complete graph and cycles
by: Lau G.-C.; Gao Z.-B.; Lee S.-M.; Sun G.-Y.
Published: (2016)

Edge Irregular Reflexive Labeling for Some Classes of Plane Graphs
by: Yoong K.K.; Hasni R.; Lau G.C.; Irfan M.
Published: (2022)