Search Results - ((((based classification) OR (image classification))) OR (data classification)) problems

Color-based of bird species classification using Support Vector Machine / Nur Amalina Nazery by Nazery, Nur Amalina

“…Therefore, this project proposed a prototype of bird species classification based on color features from bird images. …”
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A new classifier based on combination of genetic programming and support vector machine in solving imbalanced classification problem by Mohd Pozi, Muhammad Syafiq

“…Data level based methods are meant to solve the imbalanced classification problem based on the idea of making both classes equal in number. …”
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Classification of microcalcification in mammogram images using Enhanced Support Vector Machine (ESVM) / Muhammad Akmal Firdaus... [et al.] by Firdaus, Muhammad Akmal, Shadan, Siti Madinah, Mohd Faudzai, Nur Syahizah

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Thresholding and Fuzzy Rule-Based Classification Approaches in Handling Mangrove Forest Mixed Pixel Problems Associated with in QuickBird Remote Sensing Image Analysis by Mohd, Othman *, Nanna , Suryanna, Sahib@Sahibuddin, Shahrin, Abdollah, Mohd Faizal, Selamat, Siti Rahayu

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Supervised ANN classification for engineering machined textures based on enhanced features extraction and reduction scheme by Ashour, Mohammed Waleed, Khalid, Fatimah, Al-Obaydee, Mohammed

“…Some of the main problems of image classification are the poor features that does not precisely represent an image, and the large dimensionality of data input passed to classifiers. …”
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Comparative analysis of data mining techniques for medical data classification by S. A., Lashari, Ibrahim, Rosziati

“…Medical data classification plays a crucial role in many medical imaging applications by automating or facilitating the delineation of image data.It addresses the problem of diagnosis, analysis and teaching purposes in medicine.For these several medical imaging data modalities and applications based on data mining techniques have been proposed and developed.In this paper, a comparative analysis of applications of data mining techniques has been presented.Thus, the existing literature suggests that we do not lose sight of the current and future potential of applications of data mining techniques that can impact upon the successful classification of medical data into a thematic map.Thus, there is a great potential for the use of data mining techniques for medical data classification, which has not been fully investigated and would be one of the interesting directions for future research.…”
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Development of preliminary classification system for drug related problem in patients receiving radio pharmaceuticals based on PCNE system V9.1 / Nurulfalahin Daud @ Ibrahim by Daud @ Ibrahim, Nurulfalahin

“…A classification system for drug related problem is necessary to allow the identification and documentation of drug related problem in a systematic way. …”
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Development of rheumatoid arthritis classification from electronic image sensor using ensemble method by Sharon, H., Elamvazuthi, I., Lu, C.-K., Parasuraman, S., Natarajan, E.

“…The performance was also measured based on the comparison of the overall classification accuracy rate between different ensembles classifiers and the base learners. …”
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Linear mixture modelling applied to ikonos data for mangrove mapping by Kanniah, Kasturi Devi, Ng, Su Wai, Lau, Alvin Meng Shin, Rasib, Abd. Wahid

“…Mixed pixels problem in remotely sensed satellite data often results in poor classification accuracy. …”
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Texture-based wound tissue classification using multi-SVM / Muhammad Hazim Jaafar Sidik by Muhammad Hazim Jaafar Sidik

“…Texture based wound classification model is a prototype to classify slough, granular and necrosis wound tissues based on the texture properties. …”
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Plant recognition based on identification of leaf image using image processing / Nor Silawati Sha’ari by Sha’ari, Nor Silawati

“…NN such as Artificial Neural Network (ANN) and K-Nearest Neighbor (KNN) is trained in developing a classification system for agriculture purpose. ANN and KNN is applied to solve the problems in image analysis, pattern recognition and classification. …”
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Framework for lung images classification based on weighted averaging ensemble and enhanced edge detection techniques by Kieu, Stefanus Tao Hwa

“…To the best of our knowledge, the number of ensemble-based works is likewise restricted. Thus, this research aims to produce a lung diseases classification framework by ensembling classifiers trained from features extracted from x-ray images and edge images. …”
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Classification technique for determining the healthiness of coconut tree / Nik Ahmad Faris Nik Effendi by Nik Effendi, Nik Ahmad Faris

“…In this study, two different classification technique used to detect and classify the healthiness of coconut trees such as unsupervised classification method based on Normalized Different Vegetation Index (NDVI) value and supervised classification method based on Maximum Likelihood (ordinary method) and Support Vector Machine (machine learning). …”
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Pterygium classification using deep patch region-based anterior segment photographed images by Nurul Syahira Mohamad Zamani, W Mimi Diyana W Zaki, Aqilah Baseri Huddin, Aini Hussain, Haliza Abdul Mutalib

“…This work could be used as a baseline framework for pterygium classification using limited data processing.…”
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Multi-Organ Plant Classification Based on Convolutional and Recurrent Neural Networks by Lee, Sue Han, Chan, Chee Seng, Remagnino, Paolo

“…Classification of plants based on a multi-organ approach is very challenging. …”
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Personalized face emotion classification using optimized data of three features by Muthukaruppan, Karthigayan, Ramachandran, Nagarajan, Mohd Rizon, Mohamed Juhari, Sazali, Yaacob

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Edge detection and contour segmentation for fruit classification in natural environment / Khairul Adilah Ahmad by Ahmad, Khairul Adilah

“…In general, image segmentation isolates an object from the images, feature extraction creates features for classification phase while object classification categorizes objects into the correct groups. …”
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Malaysian Ethnicity Classification based on Face Images using Deep Learning by Mohd. Faris Iskandar, Sulfii, Hamimah, Ujir, Malverick Irvine, Moris, Irwandi, Hipiny

“…This paper tackles ethnicity classification based on face images by utilizing a deep learning model. …”
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A convolution neural network-based seed classification system by Gulzar, Yonis, Hamid, Yasir, Soomro, Arjumand Bano, Aljuboori, Ali A.Alwan, Journaux, Ludovic

“…Considering the success of the computational intelligence methods in other image classification problems, this research proposes a classification system for seeds by employing CNN and transfer learning. …”
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HYBRID SELECTION FRAMEWORK FOR CLASS BALANCING APPROACHES BASED ON INTEGRATED CNN AND DECISION MAKING TECHNIQUES FOR LUNG CANCER DIAGNOSIS by Jassim M.M., Jaber M.M.

“…This study can be applied to any data that suffers from the class imbalance problem to find the best technique that gives the highest classification accuracy � 2022, Authors. …”