A neural network gravitational arc finder based on the Mediatrix filamentation method C. R. Bom, M. Makler, M. P. Albuquerque and C. H. Brandt A&A, 597 (2017) A135 Published online: 20 January 2017 DOI: 10.1051/0004-6361/201629159