Wan Siti Halimatul Munirah Binti Wan Yahya @ Wan Ahmad
Salutation
Dr
School/Centre
Institute of Research, Development and Innovation (IRDI)
Department
-
Position
Lecturer
Education
a
Doctor of Philosophy (Content Based Retrieval of Images with Consolidation from Chest X-Ray Databases), 2016
Multimedia University
a
Master of Engineering Science (A Hybrid Medical Image Retrieval System for CT Brain Images), 2010
Multimedia University
a
Bachelor of Engineering Electronics majoring in Multimedia (Electronics Engineering), 2007
Multimedia University
Memberships
a
Board of Engineers Malaysia
Graduate Engineer
2019 - Present
Research Funding
a
Development of an automated decision support tool in diagnosing kidney allograft pathology based on the Banff criteria using adeep convolutional neural network
IMU Internal Research Grant | 01 Feb 2025 - 31 Jan 2027
a
Development of Weakly Supervised Learning Method for Identification of Different Tumour Regions in Pathological Pancreatic Ductal Carcinoma Cases
IMU Internal Research Grant | 01 Dec 2024 - 30 Nov 2025
a
Computer-Aided Abnormality Detection for Prognosis of Nasopharyngeal Cases using Ensemble-based Learning
IMU Internal Research Grants Asia Pacific University of Technology and Innovations Research Development Internal Grant | 01 Sep 2024 - 31 Aug 2026
a
Development of an automated decision support tool in diagnosing kidney allograft pathology based on the Banff criteria using a deep convolutional neural network
IMU Internal Research Grant | 01 Jun 2024 - 31 May 2026
a
Clinical Prediction of Oral Potentially Malignant Disorders (OPMDs) through Convolutional Neural Network (CNN)-Based Deep Learning
IMU Internal Research Grant | 23 May 2024 - 31 Mar 2025
Publications
Research Articles
a
Scalable Nuclei Detection in HER2-SISH Whole Slide Images via Fine-Tuned Stardist with Expert-Annotated Regions of Interest
DIAGNOSTICS 2025
a
Complete Workflow for ER-IHC Pathology Database Revalidation
AI 2025
a
HER2-SISH40x: Annotated histopathology image dataset for HER2 amplification assessment in breast cancer
DATA IN BRIEF 2025
a
Deep-Learning-Based Approach in Cancer-Region Assessment from HER2-SISH Breast Histopathology Whole Slide Images
CANCERS 2024
a
Real-time segmentation and classification of whole-slide images for tumor biomarker scoring
JOURNAL OF KING SAUD UNIVERSITY-COMPUTER AND INFORMATION SCIENCES 2024
a
Computational approach for counting of SISH amplification signals for HER2 status assessment
PEERJ COMPUTER SCIENCE 2024
a
Review of In Situ Hybridization (ISH) Stain Images Using Computational Techniques
DIAGNOSTICS 2024
a
Comprehensive analysis of color normalization methods for HER2-SISH histopathology images
J. ENG. SCI. TECHNOL 2024
a
Classification of Nasopharyngeal Cases using DenseNet Deep Learning Architecture
ARXIV PREPRINT ARXIV:2404.03188 2024
a
Multi-configuration analysis of densenet architecture for whole slide image scoring of er-ihc
IEEE ACCESS 2023
a
UMMC ER-IHC Breast Histopathology Whole Slide Image and Allred Score
(NO TITLE) 2023
a
A New Machine Learning-based Hybrid Intrusion Detection System and Intelligent Routing Algorithm for MPLS Network
INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS 2023
a
Current and future communication solutions for smart grids: A review
IEEE ACCESS 2022
a
PancreaSys: An Automated Cloud-Based Pancreatic Cancer Grading System
FRONTIERS IN SIGNAL PROCESSING 2022
a
Allred Scoring of ER-IHC Stained Whole-Slide Images for Hormone Receptor Status in Breast Carcinoma
DIAGNOSTICS 2022
a
5G new radio: Dynamic time division duplex radio resource management approaches
IEEE ACCESS 2021
a
Home Energy Management System and Internet of Things: Current Trends and Way Forward
INTERNATIONAL JOURNAL OF INTEGRATED ENGINEERING 2021
a
Pancreatic cancer grading in pathological images using deep learning convolutional neural networks
F1000RESEARCH 2021
a
Multi-criteria decision making: a systematic review
RECENT ADVANCES IN ELECTRICAL & ELECTRONIC ENGINEERING (FORMERLY RECENT PATENTS ON ELECTRICAL & ELECTRONIC ENGINEERING) 2021
a
Placement accuracy algorithm for smart street lights.
TURKISH J. ELECTR. ENG. COMPUT. SCI. 2021
a
Recent trends in MPLS networks: technologies, applications and challenges
IET COMMUNICATIONS 2020
a
5G technology: Towards dynamic spectrum sharing using cognitive radio networks
IEEE ACCESS 2020
a
A survey on readiness of cloud based queuing management system implementation to mobile users
INDONESIAN JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCE 2019
a
Performance Evaluation of Wireless Router Testbed using Raspberry Pi
INTERNATIONAL JOURNAL OF RECENT TECHNOLOGY AND ENGINEERING 2019
a
Comparison of router testbeds: embedded system-based, software-based, and multiprotocol label switching (MPLS)
INDONESIAN JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCE 2019
a
Telekomunikasi sepantas adiwira the flash?
MAJALAH SAINS 2019
a
Investigation on the Fabrication Process of Copper, Zinc, Tin and Sulphur on Molybdenum as Back Contact for Microwire Solar Cell
ASIAN JOURNAL OF SCIENTIFIC RESEARCH 2019
a
Context aware traffic scheduling algorithm for power distribution smart grid network
IEEE ACCESS 2019
a
CBIR-DSN: integrating clustering and retrieval platforms for disk space narrowing degradation assessment
MULTIMEDIA TOOLS AND APPLICATIONS 2019
a
Content-based image retrieval for medical application
JURNAL KEJURUTERAAN 2018
a
Applications of landsat-8 data: A Survey
INTERNATIONAL JOURNAL OF ENGINEERING AND TECHNOLOGY (UAE) 2018
a
Analysis of MPLS-TP network for different applications
INTERNATIONAL JOURNAL OF ENGINEERING & TECHNOLOGY 2018
a
Evaluation of feature extraction and selection techniques for the classification of wood defect images
JOURNAL OF ENGINEERING AND APPLIED SCIENCES 2017
a
Comparison of feature extraction techniques on segmented wood defects
RESEARCH JOURNAL OF APPLIED SCIENCES 2016
a
Lung segmentation on standard and mobile chest radiographs using oriented Gaussian derivatives filter
BIOMEDICAL ENGINEERING ONLINE 2015
a
Abnormalities detection in serial computed tomography brain images using multi-level segmentation approach
MULTIMEDIA TOOLS AND APPLICATIONS 2011
a
To inculcate training culture amongst Malaysian industry through national dual training system (NDTS)
RETRIEVED FEBRUARY 2007
Other Publications
a
An Attention Based Model for Histopathology Image Nuclei Segmentation
2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI) | 01 Jan 2025
a
Small-Scale Dataset for Machine Learning Based Network Intrusion Detection
2025 21st IEEE International Colloquium on Signal Processing & Its Applications (CSPA) | 01 Jan 2025
a
Annotate-less, analyse-more: a weakly supervised approach for tissue region annotations of pancreatic ductal adenocarcinoma
1st Annual Congress of the Asian Society of Digital Pathology | 02 Oct 2024
a
New Automatic Allred Scoring for Breast Cancer Nuclei Detection and Scoring from ER-IHC Stained Images
2024 IEEE 8th International Conference on Signal and Image Processing Applications (ICSIPA) | 01 Jan 2024
a
Hybrid Deep Learning Architectures for Histological Image Segmentation
2024 International Conference on Artificial Intelligence in Information and Communication (ICAIIC) | 01 Jan 2024
a
Real-Time Segmentation of IHC Images From Microscope Using Deep Learning Architecture
2023 IEEE 2nd National Biomedical Engineering Conference (NBEC) | 01 Jan 2023
a
The Implementation of a Machine Learning-based Routing Algorithm in a Lab-Scale Testbed
2023 IEEE Symposium on Wireless Technology & Applications (ISWTA) | 01 Jan 2023
a
Nuclei Detection in HER2-SISH Histopathology Images
2023 IEEE 2nd National Biomedical Engineering Conference (NBEC) | 01 Jan 2023
a
HER2-Sish Histopathology Image Classification Using Deep Neural Networks
2023 IEEE International Conference on Image Processing (ICIP) | 01 Jan 2023
a
Nuclei Segmentation in ER-IHC Stained Histopathology Images using Mask R-CNN
2022 International Symposium on Intelligent Signal Processing and Communication Systems (ISPACS) | 01 Jan 2022
a
Detection and histo-scoring of HER2/CEN17 biomarkers in SISH images
2022 International Symposium on Intelligent Signal Processing and Communication Systems (ISPACS) | 01 Jan 2022
a
Nuclei Classification in ER-IHC Stained Histopathology Images using Deep Learning Models
TENCON 2022-2022 IEEE Region 10 Conference (TENCON) | 01 Jan 2022
a
Scheduling smart grid network traffic with context-awareness in industrial grade router
2020 1st International Conference on Information Technology, Advanced Mechanical and Electrical Engineering (ICITAMEE) | 01 Jan 2020
a
Raspberry Pi as Reconfigurable Fiber-based Router and Its Performance Analysis
2020 IEEE 8th International Conference on Photonics (ICP) | 01 Jan 2020
a
Connected Ocular Screening System Using Smartphones
2018 1st IEEE International Conference on Knowledge Innovation and Invention (ICKII) | 01 Jan 2018
a
Shape based image retrieval system for MRI spine
2017 6th International Conference on Electrical Engineering and Informatics (ICEEI) | 01 Jan 2017
a
Classification of infection and fluid regions in chest x-ray images
2016 International Conference on Digital Image Computing: Techniques and Applications (DICTA) | 01 Jan 2016
a
Abnormality detection for infection and fluid cases in chest radiograph
2015 International Electronics Symposium (IES) | 01 Jan 2015
a
Content-based medical image retrieval system for infections and fluids in chest radiographs
Information Retrieval Technology: 10th Asia Information Retrieval Societies Conference, AIRS 2014, Kuching, Malaysia, December 3-5, 2014. Proceedings 10 | 01 Jan 2014
a
Effects of different classifiers in detecting infectious regions in chest radiographs
2014 IEEE International Conference on Industrial Engineering and Engineering Management | 01 Jan 2014
a
Efficient Block-based Matching for Content-based Image Retrieval Using Color Features
Signal Processing, Pattern Recognition, and Applications 2011 | 01 Jan 2011
a
Multi-level segmentation method for serial computed tomography brain images
2009 IEEE International Conference on Signal and Image Processing Applications | 01 Jan 2009
a
Comparison of different feature extraction techniques in content-based image retrieval for CT brain images
2008 IEEE 10th Workshop on Multimedia Signal Processing | 01 Jan 2008
a
Efficient block-based matching for content-based retrieval of CT head images
2008 IEEE 10th Workshop on Multimedia Signal Processing | 01 Jan 2008
a
Hybrid Image Retrieval System Using Text and Gabor Transform for CT Brain Images
Proceedings of the MMU International Symposium on Information and Communication Technologies 2007 (M2USIC2007) | 01 Jan 2007
Books
a
UKM Press (2018). Bab 3 - Pengukuran Kekerintingan Salur Darah Mata bagi Retinopati Diabetes
Medias
a
Telekomunikasi Sepantas Adiwira The Flash?
Majalah Sains | 20 Feb 2019
Supervisions
a
WONG CHAI FUU | Undergraduate | 23 Dec 2024
Thesis: Research Internship
a
Brian Yong Rong Sheng | Undergraduate | 21 Oct 2024 - 19 Dec 2024
Thesis: Research Internship
a
CHONG HUI TENG | Undergraduate | 23 May 2024 - 31 Mar 2025
Thesis: Clinical Prediction of Oral Potentially Malignant Disorders (OPMDs) through Convolutional Neural Network (CNN)-Based Deep Learning
a
LIEW JIN WEN | Undergraduate | 23 May 2024 - 31 Mar 2025
Thesis: Clinical Prediction of Oral Potentially Malignant Disorders (OPMDs) through Convolutional Neural Network (CNN)-Based Deep Learning
a
Low Swee Ling | Undergraduate | 23 May 2024 - 31 Mar 2025
Thesis: Clinical Prediction of Oral Potentially Malignant Disorders (OPMDs) through Convolutional Neural Network (CNN)-Based Deep Learning
a
TUANG MEI YI ADRIANNA | Undergraduate | 01 Mar 2024 - 30 Jun 2024
Thesis: DEVELOPMENT OF AN AUTOMATED DECISION SUPPORT TOOL FOR DIAGNOSIS OF THYROID LESIONS THROUGH FINE NEEDLE ASPIRATES USING MACHINE LEARNING ALGORITHMS (ARTIFICAL INTELLIGENCE)