To meet deployment requirements, diagnostic devices must be low cost. But low cost means lower quality optics and images, which reduce the accuracy of ML algorithms. This paper describes how incorporating darkfield imaging improves ML diagnosis of schistosomiasis. This offers a way to inexpensively mitigate lower quality optics to meet both cost and performance specifications.

A version is available online at medRxiv

A local copy is here.