arxivcs.LG2026-07-05
On Preserving Geometrical Invariance for Superpixel Image Classification using Graph Transformer
Sarabeshwar Balaji, Shubham Mohanty, Akash Anil
Convolutional Neural Network (CNN) and Vision Transformer (ViT) for image classification exploit a dense grid of pixels containing redundant information. Consequently, for a larger image dataset, CNNs and ViTs face deployability challenges due to high computational complexity. Re…