Auto-MyIn: Automatic diagnosis of myocardial infarction via multiple GLCMs, CNNs, and SVMs

•The paper proposes an automated to diagnose MI using DE-MRI images called Auto-MyIn.•Auto-MyIn utilizes ensemble CNNs of different architectures to extract features from not only one CNN.•GLCM textural-based analysis is performed on DE-MRI images, and the results are subsequently fed into CNN models as input.•PCA is used by Auto-MyIn to combine the deep features of the various CNN architectures.•Prior to classification, Auto-MyIn neither perform segmentation phase nor use the clinical data.