Search Results for author: William Avery

Found 2 papers, 2 papers with code

GreedyViG: Dynamic Axial Graph Construction for Efficient Vision GNNs

1 code implementation10 May 2024 Mustafa Munir, William Avery, Md Mostafijur Rahman, Radu Marculescu

Our smallest model, GreedyViG-S, achieves 81. 1% top-1 accuracy on ImageNet-1K, 2. 9% higher than Vision GNN and 2. 2% higher than Vision HyperGraph Neural Network (ViHGNN), with less GMACs and a similar number of parameters.

graph construction Image Classification +4

MobileViG: Graph-Based Sparse Attention for Mobile Vision Applications

1 code implementation1 Jul 2023 Mustafa Munir, William Avery, Radu Marculescu

Our work proves that well designed hybrid CNN-GNN architectures can be a new avenue of exploration for designing models that are extremely fast and accurate on mobile devices.

Graph Attention Image Classification +4

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