N. Saunier

Guillaume-Alexandre Bilodeau, Soufiane Lamghari, Nicolas Saunier, 2022, 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW).

Clustering Vehicle Trajectories with Hidden Markov Models Application to Automated Traffic Safety Analysis

Tarek Sayed, Nicolas Saunier, T. Sayed, 2006, The 2006 IEEE International Joint Conference on Neural Network Proceedings.

Camera Calibration for Urban Traffic Scenes: Practical Issues and a Robust Approach

T. Sayed, Nicolas Saunier, Karim Ismail, 2010 .

Nonstationary Temporal Matrix Factorization for Multivariate Time Series Forecasting

Xile Zhao, Xinyu Chen, Lijun Sun, 2022, ArXiv.

Creating ensemble classifiers through order and incremental data selection in a stream

Nicolas Saunier, Sophie Midenet, N. Saunier, 2013, Pattern Analysis and Applications.

Stream-Based Learning through Data Selection in a Road Safety Application⋆

Nicolas Saunier, Sophie Midenet, Alain Grumbach, 2007 .

Observing the observation of (vulnerable) road user behaviour and traffic safety: A scoping review.

Malik Sarmad Riaz, T. Brijs, G. Wets, 2019, Accident; analysis and prevention.

Safety, stress and work zone complexity: A field study on police officers performing on-foot traffic control

F. Vachon, Alexandre Marois, D. Lafond, 2019, Transportation Research Interdisciplinary Perspectives.

Low-Rank Autoregressive Tensor Completion for Spatiotemporal Traffic Data Imputation

Xinyu Chen, Lijun Sun, Mengying Lei, 2021, IEEE Transactions on Intelligent Transportation Systems.

Scalable low-rank tensor learning for spatiotemporal traffic data imputation

Xinyu Chen, Lijun Sun, Yixian Chen, 2020, Transportation Research Part C: Emerging Technologies.

Developing an Objective Framework to Evaluate Street Functions

E. Waygood, Nicolas Saunier, A. SheikhMohammadZadeh, 2022, SSRN Electronic Journal.

Cross-comparison of three surrogate safety methods to diagnose cyclist safety problems at intersections in Norway.

Nicolas Saunier, Aslak Fyhri, Aliaksei Laureshyn, 2017, Accident; analysis and prevention.

Review of current study methods for VRU safety. Appendix 6 – Scoping review: surrogate measures of safety in site-based road traffic observations: Deliverable 2.1 – part 4.

Nicolas Saunier, Stijn Daniels, Åse Svensson, 2016 .

The impact of waiting time and other factors on dangerous pedestrian crossings and violations at signalized intersections: A case study in Montreal

Nicolas Saunier, Luis F. Miranda-Moreno, Sohail Zangenehpour, 2013 .

Autocamera Calibration for traffic surveillance cameras with wide angle lenses pdf

Nicolas Saunier, Aman Gajendra Jain, Aman Jain, 2020, ArXiv.

Network screening for large urban road networks: Using GPS data and surrogate measures to model crash frequency and severity.

Nicolas Saunier, Aurélie Labbe, Joshua Stipancic, 2019, Accident; analysis and prevention.

Surrogate safety and network screening: Modelling crash frequency using GPS travel data and latent Gaussian Spatial Models.

Nicolas Saunier, Joshua Stipancic, Luis Miranda-Moreno, 2018, Accident; analysis and prevention.

Urban Tracker: Multiple object tracking in urban mixed traffic

Guillaume-Alexandre Bilodeau, Nicolas Saunier, Jean-Philippe Jodoin, 2014, IEEE Winter Conference on Applications of Computer Vision.

On the role of bridges as anchor points in route choice modeling

Bilal Farooq, Nicolas Saunier, Catherine Morency, 2018 .

Frequent versus occasional drivers: A hybrid route choice model

Catherine Morency, Bilal Farooq, Nicolas Saunier, 2019, Transportation Research Part F: Traffic Psychology and Behaviour.

Analysis of Pedestrian Travel with Static Bluetooth Sensors

Nicolas Saunier, Yinhai Wang, Yegor Malinovskiy, 2012 .

FFAVOD: Feature Fusion Architecture for Video Object Detection

Guillaume-Alexandre Bilodeau, Nicolas Saunier, Hughes Perreault, 2021, Pattern Recognit. Lett..

SURROGATE MEASURES OF SAFETY

Tarek Sayed, Nicolas Saunier, Gary A. Davis, 2009 .

Do stop-signs improve the safety for all road users? A before-after study of stop-controlled intersections using video-based trajectories and surrogate measures of safety.

L. Miranda-Moreno, Ting Fu, A. Labbe, 2022, Accident Analysis and Prevention.

Methodologies for Aggregating Indicators of Traffic Conflict

Tarek Sayed, Nicolas Saunier, Karim Ismail, 2011 .

An empirical analysis of the effect of pedestrian signal countdown timer on driver behavior at signalized intersections.

L. Miranda-Moreno, N. Saunier, Wooseok Do, 2022, Accident; analysis and prevention.

A novel framework to evaluate pedestrian safety at non-signalized locations.

Nicolas Saunier, Ting Fu, Luis Miranda-Moreno, 2018, Accident; analysis and prevention.

Speed at Partially and Fully Stop-Controlled Intersections

L. Miranda-Moreno, Ting Fu, A. Labbe, 2018 .

Mining Microscopic Data of Vehicle Conflicts and Collisions to Investigate Collision Factors

Bruno Agard, Nicolas Saunier, Nadia Mourji, 2011 .

Large-Scale Automated Analysis of Vehicle Interactions and Collisions

Tarek Sayed, Nicolas Saunier, Karim Ismail, 2010 .

Cyclist deceleration rate as surrogate safety measure in Montreal using smartphone GPS data.

Nicolas Saunier, Luis F. Miranda-Moreno, Sohail Zangenehpour, 2017, Accident; analysis and prevention.

Impact of Congestion and Traffic Flow on Crash Frequency and Severity: Application of Smartphone-Collected GPS Travel Data

Nicolas Saunier, Luis F. Miranda-Moreno, Joshua Stipancic, 2017 .

Vehicle manoeuvers as surrogate safety measures: Extracting data from the gps-enabled smartphones of regular drivers.

Nicolas Saunier, Joshua Stipancic, Luis Miranda-Moreno, 2018, Accident; analysis and prevention.

Thoughts on the future of artificial intelligence and transportation

Nicolas Saunier, Sherif Ishak, Gary. Spring, 2012 .

A clustering regression approach: A comprehensive injury severity analysis of pedestrian-vehicle cr

Satish V. Ukkusuri, Nicolas Saunier, Luis F. Miranda-Moreno, 2013 .

CenterPoly: real-time instance segmentation using bounding polygons

Guillaume-Alexandre Bilodeau, Nicolas Saunier, Hughes Perreault, 2021, 2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW).

Automated Analysis of Road Safety with Video Data

Tarek Sayed, Nicolas Saunier, T. Sayed, 2007 .

Spatiotemporal Residual Regularization with Dynamic Mixtures for Traffic Forecasting

Lijun Sun, M. Trépanier, Seongjin Choi, 2022, ArXiv.

Automated Pedestrian Safety Analysis Using Video Data in the Context of Scramble Phase Intersections

Tarek Sayed, Nicolas Saunier, Karim Ismail, 2009 .

Pedestrian preferences with respect to roundabouts -- a video-based stated preference survey.

Nicolas Saunier, Luis F Miranda-Moreno, Zachary Patterson, 2014, Accident; analysis and prevention.

Is that move safe? Case study of cyclist movements at intersections with cycling discontinuities.

Nicolas Saunier, Luis F Miranda-Moreno, Matin S Nabavi Niaki, 2019, Accident; analysis and prevention.

Detailed Driver Behaviour Analysis and Trajectory Interpretation at Roundabouts using Computer Visi

Nicolas Saunier, Luis F. Miranda-Moreno, Karim Ismail, 2013 .

Should I Bike or Should I Drive? Comparative Analysis of Travel Speeds in Montreal

N. Saunier, Vincent Chabin, 2020, Findings.

Road User Collision Prediction Using Motion Patterns Applied to Surrogate Safety Analysis

Nicolas Saunier, Luis F. Miranda-Moreno, L. Miranda-Moreno, 2014 .

Change Detection in Feature Space Using Local Binary Similarity Patterns

Guillaume-Alexandre Bilodeau, Nicolas Saunier, Jean-Philippe Jodoin, 2013, 2013 International Conference on Computer and Robot Vision.

Investigating secondary pedestrian-vehicle interactions at non-signalized intersections using vision-based trajectory data

Nicolas Saunier, Luis F. Miranda-Moreno, Ting Fu, 2019, Transportation Research Part C: Emerging Technologies.

A Public Video Dataset for Road Transportation Applications

Nicolas Saunier, Luis F. Miranda-Moreno, Guillaume-Alexandre Bilodeau, 2014 .

Probabilistic Framework for Automated Analysis of Exposure to Road Collisions

Tarek Sayed, Nicolas Saunier, T. Sayed, 2008 .

An Automated Surrogate Safety Analysis at Protected Highway Ramps Using Cross-Sectional and Before-

Nicolas Saunier, Luis F. Miranda-Moreno, Paul St-Aubin, 2013 .

A Grid-based Representation for Human Action Recognition

Guillaume-Alexandre Bilodeau, Nicolas Saunier, Soufiane Lamghari, 2020, 2020 25th International Conference on Pattern Recognition (ICPR).

SpotNet: Self-Attention Multi-Task Network for Object Detection

Guillaume-Alexandre Bilodeau, Nicolas Saunier, Hughes Perreault, 2020, 2020 17th Conference on Computer and Robot Vision (CRV).

Large-scale automated proactive road safety analysis using video data

Nicolas Saunier, Luis F. Miranda-Moreno, Paul St-Aubin, 2015 .

Background subtraction based on Local Shape pdf

Guillaume-Alexandre Bilodeau, Nicolas Saunier, Jean-Philippe Jodoin, 2012, ArXiv.

Prototype System for Truck Signal Priority (TkSP) Using Video Sensors

Tarek Sayed, Nicolas Saunier, Clark Lim, 2009 .

Yielding behavior and traffic conflicts at cyclist crossing facilities on channelized right-turn lanes

Tom Brijs, Nicolas Saunier, Stijn Daniels, 2018 .

Investigating the gender differences on bicycle-vehicle conflicts at urban intersections using an ordered logit methodology.

Nicolas Saunier, Joshua Stipancic, Luis Miranda-Moreno, 2016, Accident; analysis and prevention.

Flexible, Mobile Video Camera System and Open Source Video Analysis Software for Road Safety and Behavioral Analysis

Nicolas Saunier, Luis F. Miranda-Moreno, Stewart Jackson, 2013 .

A feature-based tracking algorithm for vehicles in intersections

Tarek Sayed, Nicolas Saunier, T. Sayed, 2006, The 3rd Canadian Conference on Computer and Robot Vision (CRV'06).

Automated Analysis of Pedestrian–Vehicle Conflicts Using Video Data

Tarek Sayed, Nicolas Saunier, Karim Ismail, 2009 .

Automated Analysis of Pedestrian–Vehicle Conflicts

Tarek Sayed, Nicolas Saunier, Karim Ismail, 2010 .

Analysing cyclist behaviour at cycling facility discontinuities using video data

Nicolas Saunier, Luis F. Miranda-Moreno, Matin S Nabavi Niaki, 2018, Transactions on Transport Sciences.

Pedestrian-cyclist Interactions at Bus Stops along Segregated Bike Paths: A Case Study of Montreal

Nicolas Saunier, Luis F. Miranda-Moreno, Karim Ismail, 2014 .

Multiple Object Tracking in Urban Traffic Scenes with a Multiclass Object Detector

Guillaume-Alexandre Bilodeau, Nicolas Saunier, Hui-Lee Ooi, 2018, ISVC.

Optimization Scenarios of Home-Work Distances in Montreal

C. Morency, N. Saunier, Oussama Saoudi Hassani, 2016 .

Impact of Bicycle Boxes on Safety of Cyclists:A Case Study in Montreal

Nicolas Saunier, Luis F. Miranda-Moreno, Sohail Zangenehpour, 2013 .

An Empirical Analysis of Visual Features for Multiple Object Tracking in Urban Scenes pdf

Guillaume-Alexandre Bilodeau, Nicolas Saunier, Mehdi Miah, 2020, 2020 25th International Conference on Pattern Recognition (ICPR).

Surrogate Safety and Network Screening: Modelling Crash Frequency Using GPS Data and Latent Gaussian Models

Nicolas Saunier, Luis F. Miranda-Moreno, Joshua Stipancic, 2017 .

Soft Attention: Does it Actually Help to Learn Social Interactions in Pedestrian Trajectory Prediction? pdf

Daniel Aloise, Nicolas Saunier, Laurent Boucaud, 2021, ArXiv.

The Impact of Traffic Lights on Dangerous Pedestrian Crossings and Violations: a Case Study in Montreal

L. Miranda-Moreno, Nicolas Saunier, Marilyne Brosseau, 2012 .

Automated Collection of Pedestrian Data Using Computer Vision Techniques

T. Sayed, Nicolas Saunier, Karim Ismail, 2009 .

Comparison of Various Time-to-Collision Prediction and Aggregation Methods for Surrogate Safety Analysis

Nicolas Saunier, Luis F. Miranda-Moreno, Paul St-Aubin, 2014 .

An online survey to enhance the understanding of car drivers route choices

Pierre-Léo Bourbonnais, Catherine Morency, Bilal Farooq, 2018 .

PROACTIVE METHODS FOR ROAD SAFETY ANALYSIS

Nicolas Saunier, Aliaksei Laureshyn, Annie Chang, 2017, SAE Technical Paper Series.

The impact of motion prediction methods on surrogate safety analysis: A case study of left-turn and opposite-direction interactions at a signalized intersection in Montreal

Nicolas Saunier, Mohamed Gomaa Mohamed, N. Saunier, 2018 .