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  1. 1
    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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  2. 2
    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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  3. 3
    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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  4. 4
    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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  5. 5
    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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  6. 6
    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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  7. 7
    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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  8. 8
    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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  9. 9
    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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  10. 10
    Data pre-processing for cardiovascular disease classification: A systematic literature review

    Data pre-processing for cardiovascular disease classification: A systematic literature review by Irfan Javid, Irfan Javid, Ghazali, Rozaida, Muhammad Zulqarnain, Muhammad Zulqarnain, Hassan, Norlida

    Published 2023
    “…The literature review concludes that data reduction and data cleaning pre-processing techniques are mostly used in heart disease prediction systems. …”
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  11. 11
    Data pre-processing for cardiovascular disease classification: A systematic literature review

    Data pre-processing for cardiovascular disease classification: A systematic literature review by Irfan Javid, Irfan Javid, Ghazali, Rozaida, Muhammad Zulqarnain, Muhammad Zulqarnain, Hassan, Norlida

    Published 2023
    “…The literature review concludes that data reduction and data cleaning pre-processing techniques are mostly used in heart disease prediction systems. …”
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  12. 12
    Data pre-processing for cardiovascular disease classification: A systematic literature review

    Data pre-processing for cardiovascular disease classification: A systematic literature review by Irfan Javid, Irfan Javid, Ghazali, Rozaida, Muhammad Zulqarnain, Muhammad Zulqarnain, Hassan, Norlida

    Published 2023
    “…The literature review concludes that data reduction and data cleaning pre-processing techniques are mostly used in heart disease prediction systems. …”
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  13. 13
    Data pre-processing for cardiovascular disease classification: A systematic literature review

    Data pre-processing for cardiovascular disease classification: A systematic literature review by Javid, Irfan, Ghazali, Rozaida, Muhammad Zulqarnain, Muhammad Zulqarnain, Hassan, Norlida

    Published 2023
    “…The literature review concludes that data reduction and data cleaning pre-processing techniques are mostly used in heart disease prediction systems. …”
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  14. 14
    Data pre-processing for cardiovascular disease classification: A systematic literature review

    Data pre-processing for cardiovascular disease classification: A systematic literature review by Javid, Irfan, Ghazali, Rozaida, Muhammad Zulqarnain, Muhammad Zulqarnain, Hassan, Norlida

    Published 2023
    “…The literature review concludes that data reduction and data cleaning pre-processing techniques are mostly used in heart disease prediction systems. …”
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  15. 15
    A model for real-time recognition and textual representation of Malaysian sign language through image processing

    A model for real-time recognition and textual representation of Malaysian sign language through image processing by Karabasi, Mostafa, Bhatti, Zeeshan, Shah, Asadullah

    Published 2013
    “…We propose a model for recognizing Malaysian sign language through image processing techniques and converting the visual information into textual information in real-time. …”
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  16. 16
    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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  17. 17
    Adaptive grid-meshed-buffer clustering algorithm for outlier detection in evolving data stream

    Adaptive grid-meshed-buffer clustering algorithm for outlier detection in evolving data stream by Abdulateef, Alaa Fareed

    Published 2023
    “…Clustering, known for its versatility in real-time data stream processing and independence from labeled instances, is a suitable method for analyzing evolving data streams. …”
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  18. 18
    A YOLO-based deep learning model for Real-Time face mask detection via drone surveillance in public spaces

    A YOLO-based deep learning model for Real-Time face mask detection via drone surveillance in public spaces by A. Mostafa, Salama, Ravi, Sharran, Zebari, Dilovan Asaad, Zebari, Nechirvan Asaad, Mohammed, Mazin Abed, Nedoma, Jan, Martinek, Radek, Deveci, Muhammet, Ding, Weiping

    Published 2024
    “…The preprocessing task pre pares the training and testing data in the form of images for further processing. …”
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  19. 19
    Automated Intelligent real-time system for aggregate classification

    Automated Intelligent real-time system for aggregate classification by Md Sani, Zamani

    Published 2011
    “…The image capturing system can send high quality images of moving aggregates to the image processing subsystem, and then to the intelligent system for shape classification using artificial neural network. …”
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  20. 20
    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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