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  1. 1
    Design and development of detection scheme using multiline image scanning for aerial mapping of a simulated rice paddy field and implemented on unmanned aerial vehicle / Mohamad Farid Misnan

    Design and development of detection scheme using multiline image scanning for aerial mapping of a simulated rice paddy field and implemented on unmanned aerial vehicle / Mohamad Fa... by Misnan, Mohamad Farid

    Published 2018
    “…All implemented techniques were processed simultaneously on embedded controller of the customized UAV to get real-time processed image and mapping data. …”
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  2. 2
    Design and development of detection scheme using multiline image scanning for aerial mapping of a simulated rice paddy field and implemented on unmanned aerial vehicle / Mohamad Farid Misnan

    Design and development of detection scheme using multiline image scanning for aerial mapping of a simulated rice paddy field and implemented on unmanned aerial vehicle / Mohamad Fa... by Misnan, Mohamad Farid

    Published 2018
    “…All implemented techniques were processed simultaneously on embedded controller of the customized UAV to get real-time processed image and mapping data. …”
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  3. 3
    Partial Pose Estimation Of Rigid Object System Using Cad Database

    Partial Pose Estimation Of Rigid Object System Using Cad Database by Zulkoffli, Zuliani

    Published 2017
    “…Image pre-processing consists of image rescaling, image segmentation and image registration. …”
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  4. 4
    Real-time facial expression recognition system (FERS)

    Real-time facial expression recognition system (FERS) by Thelehaswary, Appalasamy

    Published 2011
    “…Evolutionary methodology was implemented in this system design by using several image processing techniques include imageacquisition,image enhancement (or known as pre-processing stages)and feature extraction.Hundred and fifty four sample,data of human faces in the range of 18 to 26 years old is tested.The system first applies some pre-processing stages to enhance the input image and reduce the noise.The face boundary will then be detected. …”
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    Undergraduates Project Papers
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  5. 5
    Quality monitoring of glutinous rice processing from drying to extended storage using hyperspectral imaging

    Quality monitoring of glutinous rice processing from drying to extended storage using hyperspectral imaging by Ageh, Opeyemi Micheal, Dasore, Abhishek, Hashim, Norhashila, Shamsudin, Rosnah, Che Man, Hasfalina, Mohd Ali, Maimunah

    Published 2024
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  6. 6
    Wireless Smart Sensor Network for Flood Management Optimization

    Wireless Smart Sensor Network for Flood Management Optimization by Alfarra, Hossam Adden, Alsibai, Mohammad Hayyan

    Published 2017
    “…This pre-processing step is to improve the reliability,data quality and transmission quality. …”
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  7. 7
    Improvement real-time detection of moving vehicle in a dynamic scene using shadow removal method / Khairul Azman Ahmad, Mohd Halim Mohd Noor,Mohamad Adha Mohamad Idin

    Improvement real-time detection of moving vehicle in a dynamic scene using shadow removal method / Khairul Azman Ahmad, Mohd Halim Mohd Noor,Mohamad Adha Mohamad Idin by Ahmad, Khairul Azman, Mohd Noor, Mohd Halim, Mohamad Idin, Mohamad Adha

    Published 2011
    “…Pre¬processing consists of a collection of simple image processing tasks that change the raw input video into a format that can be processed by subsequent steps. …”
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    Research Reports
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  8. 8
    Brewing perfection: real-time monitoring of arabic coffee using iot and machine learning

    Brewing perfection: real-time monitoring of arabic coffee using iot and machine learning by Abuzaraida, Mustafa Ali, A. L. gaud, Sarah, Abrahim Hneish, Hamza, Attarbashi, Zainab

    Published 2026
    “…A comprehensive dataset of 70 videos of the coffee preparation process was collected, resulting in the extraction of 834 images that were divided into training and validation sets. …”
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    Proceeding Paper
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  9. 9
    Raspberry Pi-Based Finger Vein Recognition System Using PCANet

    Raspberry Pi-Based Finger Vein Recognition System Using PCANet by Quek, Ee Wen

    Published 2018
    “…For identification, the image processing involves process of image pre-processing, feature extraction and classification. …”
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    Monograph
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  10. 10
    Template neural particle optimization for vehicle license plate recognition

    Template neural particle optimization for vehicle license plate recognition by A Jalil, Norazira

    Published 2015
    “…Pre-processing is an initial step in image processing to improve image quality for more suitability in visualizing perception or computational processing while filtering is required to solve contrast enhancement, noise suppression, blurry issue and data reduction. …”
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  11. 11
    Deep learning approach with image noise reduction to determine planting density and defected paddy seedlings

    Deep learning approach with image noise reduction to determine planting density and defected paddy seedlings by Mohamed Anuar, Mohamed Marzhar

    Published 2022
    “…Exploratory research was conducted to propose a robust computer vision approach to classify paddy seedlings density and defected paddy seedlings detection using pre-trained CNN model with transfer learning. Data augmentation, image pre-processing and hyperparameter tuning were applied to achieve the desirable performance. …”
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  12. 12
    Real time waste material detection using region-based convolutional neural network (RCNN) / Mohammad Aiman Haziq Mohd Hudzir

    Real time waste material detection using region-based convolutional neural network (RCNN) / Mohammad Aiman Haziq Mohd Hudzir by Mohd Hudzir, Mohammad Aiman Haziq

    Published 2019
    “…Next, the dataset will undergo pre-processing that creates bound box around the images. …”
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  13. 13
    Search and rescue (SAR) operations for the missing Bell 206 Long Ranger helicopter in Sarawak, Malaysia using near real-time airborne hyperspectral imaging system

    Search and rescue (SAR) operations for the missing Bell 206 Long Ranger helicopter in Sarawak, Malaysia using near real-time airborne hyperspectral imaging system by Jusoff, Kamaruzaman

    Published 2008
    “…Findings – These UPM-APSB's AISA flights demonstrated that quality real-time hyperspectral images could be pre-processed on-board the aircraft and become accessible to the SAR committee members for quick ground SAR within two hours after the flight. …”
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  14. 14
    Image classification using two dimensional wavelet coefficients with parallel computing

    Image classification using two dimensional wavelet coefficients with parallel computing by Ong, Yew Fai

    Published 2020
    “…This method is capable to shorten the process time of the computation-intensive program in this research to process the live images frame by frame, which received from a laptop webcam to achieve real-time video processing. …”
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    Final Year Project / Dissertation / Thesis
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  15. 15
    Specialized imaging and information systems for craniofacial reconstruction

    Specialized imaging and information systems for craniofacial reconstruction by Setan, Halim, Majid, Zulkepli, Suwardhi, Deni

    Published 2007
    “…MyCIS or Malaysian Craniofacial Information System is developed in-house, and consists of three main components: Data input and pre-processing; Database management; Data analysis and manipulation. …”
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  16. 16
    Real-Time LCD Digit Recognition System

    Real-Time LCD Digit Recognition System by Mohd Saad, Norhashimah, Mohd Noor, Nor Shahirah, Abdullah, Abdul Rahim, Ooi, Yi Fong, Abdul Rahman, Nor Nabilah Syazana

    Published 2017
    “…The system is interfaced with an IP webcam to capture the video frames from the LCD display. The digital data is pre-processed into grayscale and being cropped into a selected region of interest (ROI). …”
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  17. 17
    Development Of Algorithms For Vehicle Classification And Speed Estimation From Dynamic Scenes By On-Board Camera Using Image Processing Techniques

    Development Of Algorithms For Vehicle Classification And Speed Estimation From Dynamic Scenes By On-Board Camera Using Image Processing Techniques by Aminuddin, Nur Shazwani

    Published 2018
    “…Overall the e development indicated that image processing has the ability to visualize the surrounding area for drivers and passengers that was near to real human visions a contribution to human-machine interactions that can be beneficial.…”
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  18. 18
    Intelligent Sensor Data Pre-processing Using Continuous Restricted Boltzmann Machine

    Intelligent Sensor Data Pre-processing Using Continuous Restricted Boltzmann Machine by Suhaimi, Emil Zaidan

    Published 2007
    “…The ability ofCRBM to model any given data set is shown by training the CRBM on various data sets reflecting real-world data. …”
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  19. 19
    Deep Learning Framework for Automated Vehicle Classification and Counting Using Road Energy-Harvesting Sensors Data

    Deep Learning Framework for Automated Vehicle Classification and Counting Using Road Energy-Harvesting Sensors Data by Amir, Raza

    Published 2025
    “…Using piezoelectric sensors, a numerical data of road traffic is collected, pre-processed, and augmented to enhance data quality and reduce overfitting. …”
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  20. 20
    An improved synthetic data generation for rice yield prediction model

    An improved synthetic data generation for rice yield prediction model by Umana, Muhammad Khalifa

    Published 2025
    “…The research proves that SCEG can create a strong synthetic dataset and enhance real-world data, with a more precise and dependable model for predicting rice output. …”
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