Survey Of Pixel-Based Machine-Learning Algorithms For Medical Images

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A survey on deep learning in medical image analysis

https://www.sciencedirect.com/science/article/pii/S1361841517301135

Deep learning algorithms, in particular convolutional networks, have rapidly become a methodology of choice for analyzing medical images. This paper reviews the …

Pixel-based machine learning in medical imaging - PubMed

https://pubmed.ncbi.nlm.nih.gov/22481907/

Machine learning (ML) plays an important role in the medical imaging field, including medical image analysis and computer-aided diagnosis, because objects such as lesions …

Survey of Supervised Learning for Medical Image …

https://link.springer.com/article/10.1007/s42979-022-01166-1

Specifically, this survey explains the performance metrics of supervised learning methods; summarizes the available medical datasets; studies the state-of-the …

Medical image segmentation using deep learning: A survey

https://ietresearch.onlinelibrary.wiley.com/doi/full/10.1049/ipr2.12419

This paper mainly focuses on the evolution and development of deep learning models on medical image segmentation. In , Shen et al. presented a special review of the …

Machine Learning for Medical Imaging - PubMed

https://pubmed.ncbi.nlm.nih.gov/28212054/

Machine learning is a technique for recognizing patterns that can be applied to medical images. Although it is a powerful tool that can help in rendering medical diagnoses, it …

A review on deep learning in medical image analysis

https://link.springer.com/article/10.1007/s13735-021-00218-1

Deep learning-based methodologies of image registration as per its techniques, highlights, and ubiquity in seven gatherings, including (1) reinforcement …

Medical Imaging using Machine Learning …

https://www.researchgate.net/publication/332013183_Medical_Imaging_using_Machine_Learning_and_Deep_Learning_Algorithms_A_Review

The major aim of this survey is to highlight the machine learning and deep learning techniques used in medical images. We intended to provide an outline for …

Pixel-Based Machine Learning in Medical …

https://www.hindawi.com/journals/ijbi/2012/792079/

Recently, as available computational power increased dramatically, pixel/voxel-based ML (PML) emerged in medical image processing/analysis which uses …

Frontiers | Survey of Image Processing …

https://www.frontiersin.org/articles/10.3389/frobt.2018.00120/full

The quality of the machine learning algorithms for simple tasks such as medical image segmentation or classification is continuously improving. …

Review Article Pixel …

https://www.researchgate.net/publication/223963336_Pixel-Based_Machine_Learning_in_Medical_Imaging/fulltext/0028d8e10cf20cdd1a0f877b/Pixel-Based-Machine-Learning-in-Medical-Imaging.pdf

Machine learning (ML) plays an important role in the medical imaging ﬁeld, including medical image analysis and computer- aided diagnosis, because objects such as lesions …

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