The autoencoder architecture of SegNet. In the case of SegNet, the input is images of road scenes in RGB format (3-channel), and the output is a 32-channel one-hot encoded image of pixels (C, X, Y), ...

Image colourization, the process of adding colour to grayscale images, remains a significant challenge in computer vision with diverse applications in digital media. This paper presents the ...

This project implements a ResNet 18 Autoencoder capable of handling input datasets of various sizes, including 32x32, 64x64, and 224x224. The architecture is based on the principles introduced in the ...