The ambiguity in medical imaging can present major challenges for clinicians who are trying to identify disease. For instance ...

techniques to enhance brain tumor detection and classification in magnetic resonance imaging (MRI) scans. In the first stage, a fuzzy thresholding approach is applied to segment MRI images into ...

In this study, the particle swarm optimization (PSO) algorithm is applied to address these challenges. The parameters that are optimized include the elements' excitation amplitude, excitation phase, ...

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A CNN-based image classifier built with PyTorch and FastAPI. Features model training, evaluation metrics, visualizations, and a web interface for real-time predictions. Includes comprehensive ...