Paper NOTES: Pedestrian Detection aided by deep learning Semantic Tasks

Pedestrian Detection aided by deep learning Semantic Tasks

CVPR 2015

This paper considers the combination of semantic tasks (i.e. pedestrian attributes and scene properties ) and pedestrian detection to assist pedestrian detection with semantic information. Let's take a look at the general test results (TA-CNN for this article):

It can be seen that with the help of attribute information, the accuracy of pedestrian detection has been greatly improved. The specific network architecture looks like this:

Paper NOTES: Pedestrian Detection aided by deep learning Semantic Tasks