HiFi-ST: High-Fidelity Reconstruction of Continuous Spatial Transcriptomic Expression Fields via Conditional Neural Fields
HiFi-ST introduces a conditional neural field framework that reconstructs continuous spatial transcriptomic expression fields by modeling spots as regional observations and integrating multiscale tissue features, thereby significantly outperforming existing methods in accuracy and enabling advanced downstream analyses like tumor microenvironment characterization.