3 papers
cs.CV2025
Fast Graph Neural Network for Image Classification
Mustafa Mohammadi Gharasuie, Luis Rueda
The rapid progress in image classification has been largely driven by the adoption of Graph Convolutional Networks (GCNs), which offer a robust framework for handling complex data…
cs.CV2025
Accelerating Image Classification with Graph Convolutional Neural Networks using Voronoi Diagrams
Mustafa Mohammadi Gharasuie, Luis Rueda
Recent advances in image classification have been significantly propelled by the integration of Graph Convolutional Networks (GCNs), offering a novel paradigm for handling complex…
cs.CV2024
Improving Out-of-Distribution Data Handling and Corruption Resistance via Modern Hopfield Networks
Saleh Sargolzaei, Luis Rueda
This study explores the potential of Modern Hopfield Networks (MHN) in improving the ability of computer vision models to handle out-of-distribution data. While current computer vi…