Perception and Localization of Macular Degeneration Applying Convolutional Neural Network, ResNet and Grad-CAM

arXiv:2404.15918v1 Announce Type: cross
Abstract: A well-known retinal disease that feels blurry visions to the affected patients is Macular Degeneration. This research is based on classifying the healthy and macular degeneration fundus with localizing the affected region of the fundus. A CNN architecture and CNN with ResNet architecture (ResNet50, ResNet50v2, ResNet101, ResNet101v2, ResNet152, ResNet152v2) as the backbone are used to classify the two types of fundus. The data are split into three categories including (a) Training set is 90% and …

abstract architecture arxiv cnn convolutional neural network cs.cv disease eess.iv grad-cam localization network neural network patients perception research resnet type