Inthisworkweinvestigatetheeffectoftheconvolutionalnetworkdepthonits accuracyinthelarge-scaleimagerecognitionsetting.Ourmaincontributionis athoroughevaluationofnetworksofincreasingdepthusinganarchitecturewith verysmall(3×3)convolutionfilters,whichshowsthatas