A statistical evaluation of the preprocessing medical images impact on a deep learning network’s performance

Universitatea din Craiova. Analele. Seria: Matematica, Informatica

article

Renato Constantin Ivanescu¹ 

[1] University of Craiova

关键词: deep learning;    statistical learning;    statistical analysis;    colon cancer;    lung cancer;    fetal brain;   

DOI  :  10.52846/ami.v49i2.1641

学科分类：社会科学、人文和艺术（综合）

来源: Universitatea din Craiova / University of Craiova

【 摘 要 】

The aim of this paper is to explore the efficiency of preprocessing medical images before applying a deep learning algorithm to classify the data. The study uses a statistical framework that establishes the fact that depending on the dataset used, image preprocessing indeed decreases the computational time, without having a dropdown in performance. The dataset used in this study regard colon cancer, lung cancer, and fetal brain ultrasound scans. The study proposes a statistical performance that studies the performances of the ResNet50 deep learning network in different preprocessing scenarios.

【 授权许可】

Unknown