Vinay Kukreja

Synergistic Solutions: Federated Learning Meets CNNs in Soybean Disease Classification

2024

Modern agricultural demands call for creative, scalable, and flexible solutions, particularly for the early diagnosis and control of crop diseases. Using a Convolutional Neural Network (CNN) model and federated learning across five clients—O1 to O5—this …

Advanced Computational Approaches to Gun Detection with CNN-SVM Model

2024

This study tries to marry Convolutional Neural Networks (CNN) and Support Vector Machine (SVN) techniques to form a very advanced gun identification system. The system's unique feature is that it is designed to see five …

Interpretable Deep Learning for Alzheimer Diseases Classification: Integrating XAI for Trustworthy AI-Assisted Diagnosis

2025

Alzheimer’s Disease (AD) moves progressively through the brain leading to neurodegeneration in millions of individuals across the world. The proper identification of AD subtypes with Normal Cognition (NC), Mild Cognitive Impairment (MCI), Moderate Alzheimer’s (MAD), …