most citedMulti-Scale High-Resolution Logarithmic Grapher Module for Efficient Vision GNNs

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cs.CV2025★ 1 cited

Multi-Scale High-Resolution Logarithmic Grapher Module for Efficient Vision GNNs

Mustafa Munir, Alex Zhang, Radu Marculescu

Vision graph neural networks (ViG) have demonstrated promise in vision tasks as a competitive alternative to conventional convolutional neural nets (CNN) and transformers (ViTs); h…

cs.CV2025★ 1 cited

VCMamba: Bridging Convolutions with Multi-Directional Mamba for Efficient Visual Representation

Mustafa Munir, Alex Zhang, Radu Marculescu

Recent advances in Vision Transformers (ViTs) and State Space Models (SSMs) have challenged the dominance of Convolutional Neural Networks (CNNs) in computer vision. ViTs excel at…