This book offers a critical analysis of several Convolutional Neural Network (CNN) models using benchmark datasets in a systematic review that follows the PRISMA methodology. It presents an improved diagnostic framework that is appropriate for real-time clinical applications since it delivers excellent accuracy with less processing complexity. This work is a vital resource for AI researchers, doctors, and students working at the nexus of intelligent computing and healthcare, with a particular emphasis on model evaluation, validation techniques, and real-world implementation.
Dr Amandeep Kaur received her BTech degree in Computer Science and Engineering from Punjab Technical University Jalandhar, Punjab, India, in 2008, her Master’s degree in Computer Science and Engineering from Guru Nanak Dev University, Punjab, India in 2011 and her PhD from Guru Nanak Dev University Amritsar, Punjab, India in 2023.She has 14 years of teaching and research experience. She is an Assistant Professor at the Department of Computer Engineering and Technology (CET), Guru Nanak Dev University, Amritsar, Punjab, India. To her credit, she has more than 25 research papers in international journals and proceedings of international conferences.