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

    Published 2022
    “…We then continued our study to find the best method for paddy seedlings density classification task. All the pre-trained models showed comparable accuracy with the Base Model when trained to classify a new object with hyperparameter tuning and our proposed image pre-processing which reduces noise and enhanced input images features. …”
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    Thesis
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    Identification of Adolescent Idiopathic Scoliosis using image processing / Aisyah Afifah Mohd Hanip by Mohd Hanip, Aisyah Afifah

    Published 2020
    “…The pre-processing technique used are converting to grayscale image, implementing sharpening filter and median filter. …”
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    Thesis
  5. 5

    Pavement surface distress detection using digital image processing techniques Abdulsalam Basher Alayat by Omar, Hend Ali

    Published 2023
    “…Secondly, developing an image pre-processing operation to eliminate environmental interference as much as possible and subsequently use the image thresholding method to separate the pixels within the image into two groups to find the thresholding value for image binarization. …”
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    Article
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    FEATURES EXTRACTION OF HEP-2 IMMUNOFLUORESCENCE PATTERNS BASED ON TEXTURE AND REGION OF INTEREST TECHNIQUES by MD HASIM, SITI MASTURA

    Published 2013
    “…Only clear and good input image will produce good results. Image segmentation will be done after pre-processing completed to further enhance the image according to its edge or region to be used for the input image. …”
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    Final Year Project
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    Pre School selection system using Analytic Hierarchy Process (AHP): Implementation and Usability Study by Abd Rasid, Mamat, Mohamad Afendee, Mohamed, Norkhairaini, Abdul Rawi, Wan Suryani, Wan Awang, Fadhilah, Ahmad, Nurul Hanis, Abd Rasid

    Published 2017
    “…The results of the questionnaire were used in the system development process in which the Analytic Hierarchy Process (AHP) technique is integrated. …”
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    Conference or Workshop Item
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    Automatic red blood cell counting based on particle area by Musa, Rabiahtuladawiyah

    Published 2015
    “…The RBC images will be pre-processed in early stage using morphological operations and thresholding to obtain the images with good quality. …”
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    Thesis
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    Lab image and field image contrast quality differentiation by Albahari, Elmaliana, Madzin, Hizmawati, O.K. Rahmat, Rahmita Wirza, Mustaffa, Mas Rina, Mohd Noor, Mohamad Roff

    Published 2020
    “…Image processing performance can be improved with the process of resizing the original input image to one standard size. …”
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    Article
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    Analysis of automated G-clip machine processes and substation process with simulation by using CAD software by Saiful Bahri, Mohamed

    Published 2012
    “…It emphasizes on the analysis of process and additional substation process to overcomes current machining problem. …”
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    Conference or Workshop Item
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    Pre-processing enhancement for rentinal blood vessel segmentation by Wan Nazirul Hafiz Bin Abdul Rani

    Published 2023
    “…Segmentation of retinal blood vessel is the method of detecting blood vessel components and separate these from non-vessel components. Good segmentation of fundus image is important for accurate analysis, thus an optimal approach for pre-processing enhancement based on colour spaces is proposed in this paper. …”
    text::Final Year Project
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    Enhancement of parallel thinning algorithm for handwritten characters using neural network by Engkamat, Adeline

    Published 2005
    “…Thinning is a well known pre-processing step in many image analysis techniques and it has been applied in a wide variety of applications in the fields of pattern recognition and machine vision. …”
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    Thesis
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    A new vertical edge detection algorithm and its application by Al-Ghaili, Abbas Mohammed Ali, Mashohor, Syamsiah, Ismail, Alyani, Ramli, Abdul Rahman

    Published 2008
    “…The need to distinguish the desired details is a very important pre-process in order to give good results in short time processing. …”
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    Conference or Workshop Item
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    Vision-based inspection of PCB soldering defects by Zailah W, Gan, B.Y.J., Leong, H.Y., Norsuzlin Mohd Sahar, Mohammad Tariqul Islam

    Published 2022
    “…Image pre-processing included image resizing, image colour conversion, and image denoising. …”
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    Article
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    An automated multimodal white matter hyperintensities identification in MRI brain images using image processing / Iza Sazanita Isa by Isa, Iza Sazanita

    Published 2018
    “…The first stage is preprocessing procedure that combines the thresholding and filtering algorithm for pre processing the MRI images while the second stage contains two phases of main processing techniques of enhancement and segmentation. …”
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    Book Section
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    An automated multimodal white matter hyperintensities identification in MRI brain images using image processing / Iza Sazanita Isa by Isa, Iza Sazanita

    Published 2018
    “…The first stage is preprocessing procedure that combines the thresholding and filtering algorithm for pre processing the MRI images while the second stage contains two phases of main processing techniques of enhancement and segmentation. …”
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    Thesis
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    Superpixel Sizes using Topology Preserved Regular Superpixel Algorithm and their Impacts on Interactive Segmentation by Kok Luong, Goh, Soo See, Chai, Giap Weng, Ng, Muzaffar, Hamzah

    Published 2022
    “…It is possible to speed up and improve the end result of segmentation by using pre-processing steps. The use of superpixels is an example of a pre-processing step. …”
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    Article
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    Superpixel Sizes using Topology Preserved Regular Superpixel Algorithm and their Impacts on Interactive Segmentation by Goh, Kok Luong, Chai, Soo See, Ng, Giap Weng, Muzaffar Hamzah

    Published 2022
    “…It is possible to speed up and improve the end result of segmentation by using pre-processing steps. The use of superpixels is an example of a pre-processing step. …”
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    Article