Medical image analysis with machine learning techniques and deep learning neural networks
Master Thesis
Author
Γιαννουλόπουλος, Γεώργιος
Giannoulopoulos, George
Date
2020View/ Open
Keywords
EfficientNet ; Skin lesion classification ; Image classification ; Medical imaging ; Skin cancer ; Melanoma classification ; Dermoscopy ; Deep learning ; Neural networks ; Machine learningAbstract
The recent development of computer vision machine learning
algorithms will be examined and the performance of a subset of those will be studied on the skin
lesion image classification task. More specifically, the performance of deep learning algorithms
on image classification will be presented and tested. A specific family of convolutional neural
networks called EfficientNets will be trained on the ISIC challenge dataset of 2019.