Toward A Formalized Approach for Spike Sorting Algorithms and Hardware Evaluation. (arXiv:2205.06514v1 [cs.LG])

Spike sorting algorithms are used to separate extracellular recordings of
neuronal populations into single-unit spike activities. The development of
customized hardware implementing spike sorting algorithms is burgeoning.
However, there is a lack of a systematic approach and a set of standardized
evaluation criteria to facilitate direct comparison of both software and
hardware implementations. In this paper, we formalize a set of standardized
criteria and a publicly available synthetic dataset entitled Synthetic
Simulations Of Extracellular Recordings (SSOER), which was constructed by …

algorithms arxiv evaluation hardware sorting