Objective comparison of relief visualization techniques with deep CNN for archaeology

•Deep CNN was used to assess ALS-derived relief visualization technics.•13 visualization technics were compared using deep CNN with objective metrics.•Multiscale approaches showed better performances for segmentation of structures.•e2MSTP was shown as the most informative visualization technic.•Deep CNN approaches help design relief visualizations for archaeological prospection.