Machine learning for medical image classification

Machine learning for medical image classification

This review article focuses on the application of machine learning (ML) algorithms in medical image classification. It highlights the intricate process involved in selecting the most suitable ML algorithm for predicting specific medical conditions, emphasizing the critical role of real-wo...

Full description

Saved in:

Bibliographic Details
Main Authors:	Gazi Husain, Jonathan Mayer, Molly Bekbolatova, Prince Vathappallil, Mihir Matalia, Milan Toma
Format:	Article
Language:	English
Published:	Academia.edu Journals 2024-12-01
Series:	Academia Medicine
Online Access:	https://www.academia.edu/126517092/Machine_learning_for_medical_image_classification
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

SURVEY OF MACHINE LEARNING APPLICATIONS IN MEDICAL IMAGING. ALGORITHMS AND TECHNOLOGIES
by: Marius Eremia Vlaicu POPA, et al.
Published: (2023-05-01)

A Machine-Learning-Based Classification Method for Meteorological Conditions of Ozone Pollution
by: Yang Cao, et al.
Published: (2022-12-01)

Rapid maize seed vigor classification using deep learning and hyperspectral imaging techniques
by: Papis Wongchaisuwat, et al.
Published: (2025-03-01)

Employing Data Mining Techniques and Machine Learning Models in Classification of Students’ Academic Performance.
by: Hussein, Alkattan, et al.
Published: (2024)

Building occupancy type classification and uncertainty estimation using machine learning and open data
by: Tom Narock, et al.
Published: (2025-01-01)

A Comparative Study Evaluated the Performance of Two-class Classification Algorithms in Machine Learning
by: Shilan Abdullah Hassan, et al.
Published: (2024-10-01)

Enhancing Classification Models With Sophisticated Counterfactual Images
by: Xiang Li, et al.
Published: (2025-01-01)

Prediction of Multidimensional Poverty Status With Machine Learning Classification at Household Level: Empirical Evidence From Tanzania
by: Ngong'Ho Bujiku Sende, et al.
Published: (2025-01-01)

Integrating fault detection and classification in microgrids using supervised machine learning considering fault resistance uncertainty
by: Morteza Barkhi, et al.
Published: (2024-11-01)

FIRM image analysis: A machine learning workflow for quantifying extracellular matrix components from electron microscopy images.
by: Nicholas T Gigliotti, et al.
Published: (2025-01-01)

Optimization of VGG-16 Accuracy for Fingerprint Pattern Imager Classification
by: Agus Andreansyah, et al.
Published: (2025-01-01)

Machine Learning Classification Model to Label Sources Derived from Factor Analysis Receptor Models for Source Apportionment
by: Vikas Kumar, et al.
Published: (2023-04-01)

Utilizing Machine Learning-based Classification Models for Tracking Air Pollution Sources: A Case Study in Korea
by: Yelim Choi, et al.
Published: (2024-05-01)

Deep Learning Image Classification Rontgen Dada pada Kasus Covid-19 Menggunakan Algoritma Convolutional Neural Network
by: Leni Anggraini Susanti, et al.
Published: (2023-10-01)

Author Correction: Integrating fault detection and classification in microgrids using supervised machine learning considering fault resistance uncertainty
by: Morteza Barkhi, et al.
Published: (2025-02-01)

Brain CT image classification based on mask RCNN and attention mechanism
by: Shoulin Yin, et al.
Published: (2024-11-01)

Automatic Detection and Classification of Eye Diseases from Retinal Images Using Deep Learning: A Comprehensive Research on the ODIR Dataset
by: Asadi Srinivasulu, et al.
Published: (2024-03-01)

“Images from the Medical Laboratory” – editorial remarks
by: Schuff-Werner Peter, et al.
Published: (2025-02-01)

Evaluating pre-processing and deep learning methods in medical imaging: Combined effectiveness across multiple modalities
by: Thien B. Nguyen-Tat, et al.
Published: (2025-04-01)

A novel aggregated coefficient ranking based feature selection strategy for enhancing the diagnosis of breast cancer classification using machine learning
by: E. Sreehari, et al.
Published: (2025-02-01)

Computer Aided Diagnostic System for Blood Cells in Smear Images Using Texture Features and Supervised Machine Learning
by: Shakhawan Hares Wady
Published: (2022-06-01)

Deep Learning-Based Dzongkha Handwritten Digit Classification
by: Yonten Jamtsho, et al.
Published: (2024-03-01)

Non-uniform Fourier transform based image classification in single-particle Cryo-EM
by: ZiJian Bai, et al.
Published: (2025-06-01)

Transforming Alzheimer’s Disease Diagnosis: Implementing Vision Transformer (ViT) for MRI Images Classification
by: Dian Kurniasari, et al.
Published: (2025-01-01)

LeaData a novel reference data of leather images for automatic species identification
by: Anjli Varghese, et al.
Published: (2025-02-01)

Exploration of the optimal deep learning model for english-Japanese machine translation of medical device adverse event terminology
by: Ayako Yagahara, et al.
Published: (2025-02-01)

Diagnosis and Classification of Tuberculosis Chest X-ray Images of Children Less Than 15 years at Mbarara Regional Referral Hospital Using Deep Learning.
by: Kawuma, Simon, et al.
Published: (2024)

Land cover classification of high-resolution remote sensing images based on improved spectral clustering.
by: Song Wu, et al.
Published: (2025-01-01)

An Inverted Residual Cross Head Knowledge Distillation Network for Remote Sensing Scene Image Classification
by: Cuiping Shi, et al.
Published: (2025-01-01)

A comprehensive analysis of deep learning and transfer learning techniques for skin cancer classification
by: Manishi Shakya, et al.
Published: (2025-02-01)

Development of the modified Safety Attitude Questionnaire for the medical imaging department
by: Ravi Chanthriga Eturajulu, et al.
Published: (2025-01-01)

Theoretical considerations on the pedagogical competencies of Imaging and Medical Radiophysics teachers
by: Fernando Machado Acuña, et al.
Published: (2025-01-01)

A Collection of Machine Learning Models for Improved Airport Operations Amidst Adverse Weather Conditions
by: Ramon Dalmau, et al.
Published: (2025-02-01)

Machine learning analysis of pathological images to predict 1-year progression-free survival of immunotherapy in patients with small-cell lung cancer
by: Hirotaka Matsumoto, et al.
Published: (2024-02-01)

Optimizing chickpea yield prediction under wilt disease through synergistic integration of biophysical and image parameters using machine learning models
by: RN Singh, et al.
Published: (2025-02-01)

Master's degree in diagnosis by medical imaging in consequence of the new era of bioimaging
by: Jose Cabrales Fuentes
Published: (2025-01-01)

The Measurement of different mechanical components using Machine Vision and digital image processing
by: Ram Prakash T, et al.
Published: (2024-12-01)

ResNet-50-NTS digital painting image style classification based on Three-Branch convolutional attention
by: Xiaohong Wang, et al.
Published: (2025-03-01)

Concise medical dictionary (OQR) and concise colour medical dictionary.
by: Law, Jonathan
Published: (2020)

Novel machine learning-driven comparative analysis of CSP, STFT, and CSP-STFT fusion for EEG data classification across multiple meditation and non-meditation sessions in BCI pipeline
by: Nalinda D. Liyanagedera, et al.
Published: (2025-02-01)