4 papers
A Novel Convolutional Neural Network-Based Framework for Complex Multiclass Brassica Seed Classification
Elhoucine Elfatimia, Recep Eryigitb, Lahcen Elfatimi
Agricultural research has accelerated in recent years, yet farmers often lack the time and resources for on-farm research due to the demands of crop production and farm operations.…
A Hybrid Deep Learning and Model-Checking Framework for Accurate Brain Tumor Detection and Validation
Elhoucine Elfatimi, Lahcen El Fatimi, Hanifa Bouchaneb
Model checking, a formal verification technique, ensures systems meet predefined requirements, playing a crucial role in minimizing errors and enhancing quality during development.…
Model Checking in Medical Imaging for Tumor Detection and Segmentation
Elhoucine Elfatimi, Lahcen El fatimi
Recent advancements in model checking have demonstrated significant potential across diverse applications, particularly in signal and image analysis. Medical imaging stands out as…
Uncertainty Quantified Deep Learning and Regression Analysis Framework for Image Segmentation of Skin Cancer Lesions
Elhoucine Elfatimi, Pratik Shah
Deep learning models (DLMs) frequently achieve accurate segmentation and classification of tumors from medical images. However, DLMs lacking feedback on their image segmentation me…