Arxiv.org paper "Reconfiguring the Imaging Pipeline for Computer Vision" by Mark Buckler, Suren Jayasuriya, and Adrian Sampson from Cornell and Carnegie Mellon Universities questions the necessity of a traditional ISP in vision applications:
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