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cs.DC2026
SpecReuse: Spectral Graph Reuse for Efficient Vision GNN Inference on FPGAs
Isabella Bernhardt Eiliya, Anvitha Ramachandran, Dhruv Parikh +1
Dynamic Image Graph Construction (DIGC) is the primary performance bottleneck in FPGA acceleration of Vision Graph Neural Networks (ViGs), reconstructing graph connectivity at ever…
cs.DC2025
Accelerating Dynamic Image Graph Construction on FPGA for Vision GNNs
Anvitha Ramachandran, Dhruv Parikh, Viktor Prasanna
Vision Graph Neural Networks (Vision GNNs, or ViGs) represent images as unstructured graphs, achieving state of the art performance in computer vision tasks such as image classific…