A review of deep learning in medical imaging: Imaging traits, technology trends, case studies with progress highlights, and future promises

SK Zhou, H Greenspan, C Davatzikos… - Proceedings of the …, 2021 - ieeexplore.ieee.org
… In this article, the authors highlight both clinical needs and technical challenges in medical
imaging and describe how emerging trends in deep learning are addressing these issues. …

Diagnostic accuracy of deep learning in medical imaging: a systematic review and meta-analysis

R Aggarwal, V Sounderajah, G Martin, DSW Ting… - NPJ digital …, 2021 - nature.com
… Finally, our review concentrated on DL for speciality-specific medical imaging, and therefore
it may not be appropriate to generalise our findings to other forms of medical imaging or AI …

3D deep learning on medical images: a review

SP Singh, L Wang, S Gupta, H Goli, P Padmanabhan… - Sensors, 2020 - mdpi.com
deep learning in different medical image modalities. Here, we present a systematic review of
the applications of 3D deep learning in medical imagingdeep learning on medical images. …

A review on deep learning in medical image analysis

S Suganyadevi, V Seethalakshmi… - International Journal of …, 2022 - Springer
… In the field of medical image processing methods and analysis, … with deep learning are
presented in this paper. The primary goals of this paper are to present research on medical image

Recent advances and clinical applications of deep learning in medical image analysis

X Chen, X Wang, K Zhang, KM Fung, TC Thai… - Medical Image …, 2022 - Elsevier
… above learning approaches in four classical medical image analysis tasks (classification,
segmentation, detection, and registration). Especially, we discussed the deep learning based …

A review of deep learning on medical image analysis

J Wang, H Zhu, SH Wang, YD Zhang - Mobile Networks and Applications, 2021 - Springer
learning in the field of medical image analysis by dividing several elemental parts of human
body. Finally, we also discussed the integration of transfer learning with other deep learning

[HTML][HTML] Explainable artificial intelligence (XAI) in deep learning-based medical image analysis

BHM Van der Velden, HJ Kuijf, KGA Gilhuijs… - Medical Image …, 2022 - Elsevier
… in medical image analysis. We chose to focus solely on papers that used deep learning-based
XAI in medical image … “(explainable deep learning OR interpretable deep learning OR XAI …

Advances in deep learning-based medical image analysis

X Liu, K Gao, B Liu, C Pan, K Liang, L Yan… - Health Data …, 2021 - spj.science.org
medical industry and academia. This paper reviewed the recent progress of deep learning
research in medical image … , deep learning models performed well in medical image analysis, …

Deep learning and medical image processing for coronavirus (COVID-19) pandemic: A survey

S Bhattacharya, PKR Maddikunta, QV Pham… - Sustainable cities and …, 2021 - Elsevier
… Then, we provide an overview of deep learning and its … show deep learning applications
for COVID-19 medical image … to deep learning implementations for COVID-19 medical image

A review of deep-learning-based medical image segmentation methods

X Liu, L Song, S Liu, Y Zhang - Sustainability, 2021 - mdpi.com
… of deep learning, medical image processing based on deep … of medical image segmentation
based on deep learning. First… of medical image segmentation based on deep learning are …