Erdal Başaran
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Classification of Maize Images Enhanced with Slot Attention Mechanism in Deep Learning Architectures Open
Maize is a vital global crop, serving as a fundamental component of global food security. To support sustainable maize production, the accurate classification of maize seeds—particularly distinguishing haploid from diploid types—is essenti…
Enhancing Anomaly Detection in Large-Scale Log Data Using Machine Learning: A Comparative Study of SVM and KNN Algorithms with HDFS Dataset Open
As information technology rapidly advances, servers, mobile, and desktop applications are easily attacked due to their high value. Therefore, cyber attacks have raised great concerns in many areas. Anomaly detection plays a significant rol…
Anomaly Detection in Meteorological Data Using a Hierarchical Temporal Memory Model: A Study on the Case of Kazakhstan Open
In meteorology, which studies atmospheric events, data representing various properties such as temperature, rainfall, and wind speed are collected regularly over a certain period. Unexpected trends in the data may indicate that an abnormal…
Classification of walnut dataset by selecting CNN features with whale optimization algorithm Open
Since many years ago, walnuts have been extensively available around the world and come in various quality varieties. The proper variety of walnut can be grown in the right area and is vital to human health. This fruit's production is time…
AUTOMATIC CLASSIFICATION OF WALNUT LEAF IMAGES WITH GRADCAM AND DEEP LEARNING Open
Walnut leaves similar color and formation make distinguishing between varieties considerably challenging for individuals. Examining and categorizing such plant leaves one by one can be a time-consuming and costly process. Hence, experiment…
Identification Of Walnut Variety From The Leaves Using Deep Learning Algorithms Open
In order to determine the variety from walnut leaves, each leaf must be examined in detail. Species that are very similar in color and shape to each other are very difficult to distinguish with the human eye. Examining and classifying plan…
Skin Cancer Diagnosis Using CNN Features with Genetic Algorithm and Particle Swarm Optimization Methods Open
If skin cancer is not treated early, it also affects the diseased area under the skin and this threatens the treatment of the disease. In recent years many diseases have been rapidly detected with high accuracy with artificial intelligence…
Machine Learning Approach Equipped with Neighbourhood Component Analysis for DDoS Attack Detection in Software-Defined Networking Open
The Software-Defined Network (SDN) is a new network paradigm that promises more dynamic and efficiently manageable network architecture for new-generation networks. With its programmable central controller approach, network operators can e…
Determination of Tympanic Membrane Region in the Middle Ear Otoscope Images with Convolutional Neural Network Based YOLO Method Open
Due to inflammation of the middle ear, various deformations occur in the eardrum. In order to diagnose the disease, it is necessary to examine the tympanic membrane in detail with an otoscope. In recent years, deep learning has been applie…