Comparative analysis of image classification algorithms based on traditional machine learning and deep learning

• Published in: Pattern recognition letters Vol. 141; pp. 61 - 67
• Main Authors: Wang, Pin, Fan, En, Wang, Peng
• Format: Journal Article
• Language: English
• Published: Amsterdam Elsevier B.V 01.01.2021; Elsevier Science Ltd
• Subjects: Accuracy; Algorithms; Artificial neural networks; Classification; Comparative analysis; Convolution; Convolutional neural networks; Datasets; Deep learning; Image classification; Image processing; Learning algorithms; Machine learning; Neural networks; Support vector machines; Traditional machine learning; Deep learning; Support vector machines; Traditional machine learning; Convolutional neural networks

•Representative SVM and CNN algorithms in traditional machine learning and deep learning for research.•Under other conditions being the same, the data sets are different. The impact of the results varies.•This article compares and analyzes the accuracy and running time. Image classification is a hot...