Sparse Space-Time Deconvolution for Calcium Image Analysis
Andilla, Ferran Diego, Hamprecht, Fred A.
–Neural Information Processing Systems
We describe a unified formulation and algorithm to find an extremely sparse representation for Calcium image sequences in terms of cell locations, cell shapes, spike timings and impulse responses. Solution of a single optimization problem yields cell segmentations and activity estimates that are on par with the state of the art, without the need for heuristic pre- or postprocessing. Experiments on real and synthetic data demonstrate the viability of the proposed method.
Neural Information Processing Systems
Dec-31-2014