Automatic Detection of Pedestrians in Traffic Scene Images

Abstract

This article is devoted to automatic detection of pedestrians using a deep neural network. To achieve this goal, the deep neural network model DeepLabv3+ was adapted to the task of segmenting the road traffic scenes. The possibility of reduction of training sets by means of application of training transfer followed by fine tuning was of the primary interest.