Autonomous Vehicles that Interact with Pedestrians: A Survey of Theory and Practice

05/30/2018
by   Amir Rasouli, et al.
2

One of the major challenges that autonomous cars are facing today is driving in urban environments. To make it a reality, autonomous vehicles require the ability to communicate with other road users and understand their intentions. Such interactions are essential between the vehicles and pedestrians as the most vulnerable road users. Understanding pedestrian behavior, however, is not intuitive and depends on various factors such as demographics of the pedestrians, traffic dynamics, environmental conditions, etc. In this paper, we identify these factors by surveying pedestrian behavior studies, both the classical works on pedestrian-driver interaction and the modern ones that involve autonomous vehicles. To this end, we will discuss various methods of studying pedestrian behavior, and analyze how the factors identified in the literature are interrelated. We will also review the practical applications aimed at solving the interaction problem including design approaches for autonomous vehicles that communicate with pedestrians and visual perception and reasoning algorithms tailored to understanding pedestrian intention. Based on our findings, we will discuss the open problems and propose future research directions.

READ FULL TEXT

page 1

page 2

page 4

page 9

page 12

page 13

page 18

research
02/07/2018

Joint Attention in Driver-Pedestrian Interaction: from Theory to Practice

Today, one of the major challenges that autonomous vehicles are facing i...
research
03/06/2018

Game Theoretic Analysis of Road User Safety Scenarios Involving Autonomous Vehicles

Interactions between pedestrians, bikers, and human-driven vehicles have...
research
07/27/2020

The Adaptability and Challenges of Autonomous Vehicles to Pedestrians in Urban China

China is the world's largest automotive market and is ambitious for auto...
research
10/10/2020

Autonomous Vehicle Visual Signals for Pedestrians: Experiments and Design Recommendations

Autonomous Vehicles (AV) will transform transportation, but also the int...
research
06/04/2020

Autonomous Driving: Framework for Pedestrian Intention Estimationin a Real World Scenario

Rapid advancements in driver-assistance technology will lead to the inte...
research
10/06/2019

Risk-Aware Reasoning for Autonomous Vehicles

A significant barrier to deploying autonomous vehicles (AVs) on a massiv...
research
12/03/2020

Graph-SIM: A Graph-based Spatiotemporal Interaction Modelling for Pedestrian Action Prediction

One of the most crucial yet challenging tasks for autonomous vehicles in...

Please sign up or login with your details

Forgot password? Click here to reset