Si-Yu Liu

Zero-shot physics-supervised neural network for data-free photoacoustic tomography reconstruction

To address the ill-posedness inherent in photoacoustic tomography reconstruction, we propose ZS-PSNN, a zero-shot physics-supervised neural network framework that eliminates the reliance on external paired training data. By explicitly constructing a discretized acoustic system matrix and embedding it as a differentiabl...