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Imad Barhumi

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Open access Oct 2026

Matrix-free photoacoustic image reconstruction via sensor-token networks

A direct, matrix-free reconstruction network, the Sensor-Token Reconstruction Network (STRN), which represents each sensor's time series as a token in a Transformer encoder and maps raw measurements to the reconstructed image in a single forward pass, without invoking the system matrix at inference.

Mary Anjaley Josy John, Shibili Said, Imad Barhumi et al. · 0 citations
Jul 2026

Matrix-Free Photoacoustic Image Reconstruction via Sensor-Token Self-Attention

The Sensor Attention Network is proposed, a Transformer-based architecture that treats the full time series of each sensor as a token and maps raw measurements directly to the reconstructed image without invoking the system matrix at inference, supporting real-time PAT reconstruction.

Mary Anjaley Josy John, Shibili Said, Imad Barhumi et al. · 0 citations

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