Humans recognized natural scenes using their sight. Natural scene problems appear when applied to navigation robots, map recognition, and automatic surveillance systems. Researchers developed a software that can classify natural scene images using Convolutional Neural Network (CNN). The CNN method used in this study compares three architectures, namely ResNet50V2, VGG16, and EfficientNetB4. The…