Deep Learning in Medical Image Classification and Object Detection: A Survey

P Gupta, S Gupta - International Journal of Image …, 2022 - computers.journalspub.info
Deep learning methods have demonstrated superior performance in the area of computer
vision, speech recognition, natural language processing, healthcare, and many more …

Going deep in medical image analysis: concepts, methods, challenges, and future directions

F Altaf, SMS Islam, N Akhtar, NK Janjua - IEEE Access, 2019 - ieeexplore.ieee.org
Medical image analysis is currently experiencing a paradigm shift due to deep learning. This
technology has recently attracted so much interest of the Medical Imaging Community that it …

Applying deep learning to medical imaging: a review

H Zhang, Y Qie - Applied Sciences, 2023 - mdpi.com
Deep learning (DL) has made significant strides in medical imaging. This review article
presents an in-depth analysis of DL applications in medical imaging, focusing on the …

Deep Learning based Medical Image Classification

ASA Nisha, V Enireddy, T Bernatin… - … on Smart Systems …, 2022 - ieeexplore.ieee.org
With the advancement of the Computer Technology classification of Medical Images has
become more viable. Use of the traditional features has made the system to lose the ability …

Do More With Less: Deep Learning in Medical Imaging

S Rohilla, M Jadeja, ES Pilli - Convolutional Neural Networks for …, 2022 - taylorfrancis.com
The emergence of deep learning (DL) has the power to transform the entire picture of
healthcare, and it has been used diligently to detect diseases. Medical imaging is one of …

Deep learning-based medical image analysis using transfer learning

S Shinde, U Kulkarni, D Mane, A Sapkal - Health Informatics: A …, 2021 - Springer
There is a wide spectrum of different deep learning (DL) architectures available for medical
image analysis. Among this convolution networks (CNN) found to be more efficient for …

Deep transfer learning optimization techniques for medical image classification: a review

PW Kariuki, PK Gikunda… - … Conference on Intelligent …, 2023 - ieeexplore.ieee.org
Medical image classification is a complex and challenging task due to the heterogeneous
nature of medical data. Deep transfer learning has emerged as a promising technique for …

A Survey: Recent Advances and Clinical Applications of Deep Learning in Medical Image Analysis

PR Jayalakshmi, PS Rajakumar - Deep Learning in Medical …, 2025 - taylorfrancis.com
Medical image analysis is playing a vital role in modern medical fields. Due to the growth of
digital image data, it has become more challenging to accurately analyze, diagnose, and …

Medical imaging and artificial intelligence

L Casini, M Roccetti - Philosophy of Advanced Medical Imaging, 2020 - Springer
As with most aspects of our lives in the last few years, medicine too has seen the rise of
Artificial Intelligence (AI) applications with an equal amount of fear and fascination from the …

Medical Image Classification: A Comparison of Deep Pre-trained Neural Networks

DO Alebiosu, FP Muhammad - 2019 IEEE Student Conference …, 2019 - ieeexplore.ieee.org
Medical image classification is an important step in the effective and accurate retrieval of
medical images from large digital database where they are stored. This paper examines the …