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Traffic Sign Detection for Micromobility

Authors: Bayó Puxan, Elisabet;

Traffic Sign Detection for Micromobility

Abstract

In recent years there's been an increase in the number or users of micromobility vehicles for everyday commute inside the city. At the same time technologies for autonomous and assisted driving for cars have been improving and entering the market. In this thesis we propose a proof of concept to join both fields and develop an automatic detector using a Convolutional Neural Network for road markings and traffic signs pertaining to micromobility using a relatively small network and a simple tracker we achieve good results. This projects also introduces a new database of traffic signs and road markings.

There is a need of increasing the safety of mobility, considering any type of vehicle, but specially facing the growing use of micro-mobility vehicles, such as scooters, bikes or small cars in urban areas. A fundamental aspect is related to the horizontal signs (signs on the pavement) and hazards encountered in street-lanes. In the last years, vehicle technology has started incorporating different types of sensors to increase safety. These sensors could be used to monitor the condition of the roads. In this project, we propose a system to reinforce safety by using affordab

Country
Spain
Keywords

object detection, micromobility, tracking, database

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
OpenAIRE UsageCountsViews provided by UsageCounts
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