Search Results for author: Mustafa Munir

Found 3 papers, 3 papers with code

EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation

1 code implementation11 May 2024 Md Mostafijur Rahman, Mustafa Munir, Radu Marculescu

An efficient and effective decoding mechanism is crucial in medical image segmentation, especially in scenarios with limited computational resources.

Computational Efficiency Decoder +4

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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