Répertoire des expertises

Saunier, Nicolas

Répertoire des expertises

Saunier, Nicolas

Répertoire des expertises

Publications par type

Article de revue (77) Communication de conférence (158) Livre (2) Chapitre de livre (3) Brevet Rapport (55) Thèse (1) Ensemble de données (1) Ressource pédagogique Image Enregistrement audio Enregistrement vidéo Autre

Nicolas Saunier (297)

Articles de revue (77)
- 2025
  - Dahak, F.-Z., & Saunier, N. (2025). Assessing the Safety of Cyclist–Pedestrian Interactions in Seasonal Pedestrian Streets Using Computer Vision Techniques. Transportation Research Record Journal of the Transportation Research Board, 2679(5), 219-231.
  - Chen, X., Zhang, C., Zhao, X.-L., Saunier, N., & Sun, L. (2025). Forecasting Sparse Movement Speed of Urban Road Networks with Nonstationary Temporal Matrix Factorization. Transportation Science, 18 pages.
  - Yan, Z., Saunier, N., Yue, L., & Sun, J. (2025). Investigating and modeling crash risk for interactions between motorized and non-motorized in intersection center areas. Traffic Injury Prevention, 1-11.
  - Miah, M., Bilodeau, G.-A., & Saunier, N. (2025). Learning data association for multi-object tracking using only coordinates. Pattern Recognition, 160, 11 pages.
  - Choi, S., Saunier, N., Zheng, Z., Trépanier, M., & Sun, L. (2025). Scalable Dynamic Mixture Model with Full Covariance for Probabilistic Traffic Forecasting. Transportation Science, 13 pages.
- 2024
  - Chen, X., Zhang, C., Chen, X., Saunier, N., & Sun, L. (2024). Discovering Dynamic Patterns from Spatiotemporal Data with Time-Varying Low-Rank Autoregression. IEEE Transactions on Knowledge and Data Engineering, 36(2), 504-517.
  - Do, W., Saunier, N., & Miranda-Moreno, L. (2024). Evaluation of conventional surrogate indicators of safety for connected and automated vehicles in car following at signalized intersections. Transportation Research Record, 16 pages.
  - Chen, X., Cheng, Z., Cai, H.Q., Saunier, N., & Sun, L. (2024). Laplacian Convolutional Representation for Traffic Time Series Imputation. IEEE Transactions on Knowledge and Data Engineering, 3419698 (13 pages).
  - Sheikh-Mohammad-Zadeh, A., Saunier, N., & Waygood, O. (2024). STUDIO: A Python graphical tool for analyzing street user observations from video data. SoftwareX, 26, 101742 (7 pages).
  - Chabot, F., Saunier, N., & Boisjoly, G. (2024). Testing a new mobile application to study public spaces. Findings, 94712 (6 pages).
- 2023
  - Do, W., Saunier, N., & Miranda-Moreno, L. (2023). An empirical analysis of the effect of pedestrian signal countdown timer on driver behavior at signalized intersections. Accident Analysis & Prevention, 180, 106906 (14 pages).
  - Do, W., Saunier, N., & Miranda-Moreno, L. (2023). Safety benefits of automated speed advisory systems at signalized intersections. Journal of the Transportation Research Record, 2677(3), 551-564.
- 2022
  - Sheikh-Mohammad-Zadeh, A., Saunier, N., & Waygood, O. (2022). Developing an objective framework to evaluate street functions. Sustainability, 14(12), 7184 (15 pages).
  - Navarro, B., Miranda-Moreno, L., Saunier, N., Labbe, A., & Fu, T. (2022). 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. Accident Analysis and Prevention, 167, 106563 (16 pages).
  - Beauchamp, É., Saunier, N., & Cloutier, M.-S. (2022). Study of automated shuttle interactions in city traffic using surrogate measures of safety. Transportation Research Part C-Emerging Technologies, 135, 103465 (18 pages).
- 2021
  - Stipancic, J., St-Aubin, P. G., Ledezma-Navarro, B., Labbe, A., Saunier, N., & Miranda-Moreno, L. (2021). Evaluating safety-influencing factors at stop-controlled intersections using automated video analysis. Journal of Safety Research, 77, 311-323.
  - Perreault, H., Bilodeau, G.-A., Saunier, N., & Héritier, M. (2021). FFAVOD: Feature fusion architecture for video object detection. Pattern Recognition Letters, 151, 294-301.
  - Chen, X., Lei, M., Saunier, N., & Sun, L. (2021). Low-Rank Autoregressive Tensor Completion for Spatiotemporal Traffic Data Imputation. IEEE Transactions on Intelligent Transportation Systems, 23(8), 12301-12310.
  - Stipancic, J., Racine, É. B., Labbe, A., Saunier, N., & Miranda-Moreno, L. (2021). Massive GNSS data for road safety analysis: Comparing crash models for several Canadian cities and data sources. Accident Analysis and Prevention, 159, 106232 (10 pages).
  - Chen, X., Chen, Y., Saunier, N., & Sun, L. (2021). Scalable low-rank tensor learning for spatiotemporal traffic data imputation. Transportation Research Part C: Emerging Technologies, 129, 13 pages.
- 2020
  - Saunier, N., & Chabin, V. (2020). Should I bike or should I drive? Comparative analysis of travel speeds in Montréal. Transport Findings.
  - Toulouse, C., Amiri, S., Cloutier, M.-S., & Saunier, N. (2020). Speed Limit Changes and Driver Behaviour: A Spatial Lag Model. Transport Findings.
  - Beauchamp, É., Saunier, N., Alizadeh Aliabadi, H., & Nazem, M. (2020). Validation des technologies de comptages des véhicules à l'entrée d'un stationnement. Routes et Transports, 49(1), 24-30.
- 2019
  - Cloutier, M.-S., Séguin, R., & Saunier, N. (2019). Environnement routier et blessés cyclistes résultant d'une collision avec un véhicule : quels facteurs de risque dans un milieu régional faiblement densifié ? Cybergeo, 1-30.
  - Alizadeh, H., Farooq, B., Morency, C., & Saunier, N. (2019). Frequent versus occasional drivers: A hybrid route choice model. Transportation Research Part F: Traffic Psychology and Behaviour, 64, 171-183.
  - Fu, T., Hu, W., Miranda-Moreno, L., & Saunier, N. (2019). Investigating secondary pedestrian-vehicle interactions at non-signalized intersections using vision-based trajectory data. Transportation Research Part C: Emerging Technologies, 105, 222-240.
  - Nabavi Niaki, M. S., Saunier, N., & Miranda-Moreno, L. F. (2019). Is that move safe? Case study of cyclist movements at intersections with cycling discontinuities. Accident Analysis and Prevention, 131, 239-247.
  - Stipancic, J., Miranda-Moreno, L., Labbe, A., & Saunier, N. (2019). Measuring and visualizing space–time congestion patterns in an urban road network using large-scale smartphone-collected GPS data. Transportation Letters, 11(7), 391-401.
  - Stipancic, J., Miranda-Moreno, L., Saunier, N., & Labbe, A. (2019). Network screening for large urban road networks: Using GPS data and surrogate measures to model crash frequency and severity. Accident Analysis and Prevention, 125, 290-301.
  - van Haperen, W., Riaz, M. S., Daniëls, S., Saunier, N., Brijs, T., & Wets, G. (2019). Observing the observation of (vulnerable) road user behaviour and traffic safety: A scoping review. Accident Analysis and Prevention, 123, 211-221.
- 2018
  - Nabavi Niaki, M. S., Saunier, N., & Miranda-Moreno, L. F. (2018). Analysing cyclist behaviour at cycling facility discontinuities using video data. Transactions on Transport Sciences, 9(1), 3-17.
  - Fu, T., Miranda-Moreno, L., & Saunier, N. (2018). A novel framework to evaluate pedestrian safety at non-signalized locations. Accident Analysis and Prevention, 111, 23-33.
  - Alizadeh, H., Farooq, B., Morency, C., & Saunier, N. (2018). On the role of bridges as anchor points in route choice modeling.
  - Stipancic, J., Miranda-Moreno, L., Saunier, N., & Labbe, A. (2018). Surrogate safety and network screening: Modelling crash frequency using GPS travel data and latent Gaussian Spatial Models. Accident Analysis and Prevention, 120, 174-187.
  - Gomaa Mohamed, M., & Saunier, N. (2018). 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 Montréal. Journal of Transportation Safety & Security, 10(4), 265-287.
  - Stipancic, J., Miranda-Moreno, L., & Saunier, N. (2018). Vehicle manoeuvers as surrogate safety measures: Extracting data from the gps-enabled smartphones of regular drivers. Accident Analysis and Prevention, 115, 160-169.
  - van Haperen, W., Daniels, S., De Ceunynck, T., Saunier, N., Brijs, T., & Wets, G. (2018). Yielding behavior and traffic conflicts at cyclist crossing facilities on channelized right-turn lanes. Transportation Research Part F: Traffic Psychology and Behaviour, 55, 272-281.
- 2017
  - Fu, T., Stipancic, J., Zangenehpour, S., Miranda-Moreno, L., & Saunier, N. (2017). Automatic traffic data collection under varying lighting and temperature conditions in multimodal environments: thermal versus visible spectrum video-based systems. Journal of Advanced Transportation, 2017, 1-15.
  - Laureshyn, A., de Goede, M., Saunier, N., & Fyhri, A. (2017). Cross-comparison of three surrogate safety methods to diagnose cyclist safety problems at intersections in Norway. Accident Analysis & Prevention, 105, 11-20.
  - Strauss, J., Zangenehpour, S., Miranda-Moreno, L. F., & Saunier, N. (2017). Cyclist deceleration rate as surrogate safety measure in Montréal using smartphone GPS data. Accident Analysis and Prevention, 99, 287-296.
  - Stipancic, J., Miranda-Moreno, L. F., & Saunier, N. (2017). Impact of congestion and traffic flow on crash frequency and severity: An application of smartphone-collected GPS travel data. Transportation Research Record, 2659(1), 43-54.
  - Gomaa Mohamed, M., & Saunier, N. (2017). Investigation of Different Geometric Representations of Road User Volume and Their Impact on Postencroachment Time. Transportation Research Record, 2659(1), 55-62.
  - Saunier, N., Bélisle, F., Nouri, P., & Morency, C. (2017). Les véhicules connectés auront-ils un impact sur les émissions de gaz à effet de serre? Routes et Transports, 46(2), 47-51.
  - Bélisle, F., Saunier, N., Bilodeau, G.-A., & Le Digabel, S. (2017). Optimized video tracking for automated vehicle turning movement counts. Transportation Research Record, 2645(2645), 104-112.
- 2016
  - Zangenehpour, S., Strauss, J., Miranda-Moreno, L. F., & Saunier, N. (2016). Are signalized intersections with cycle tracks safer? A case-control study based on automated surrogate safety analysis using video data. Accident Analysis & Prevention, 86, 161-172.
  - Stipancic, J., Zangenehpour, S., Miranda-Moreno, L. F., Saunier, N., & Granié, M.-A. (2016). Investigating the gender differences on bicycle-vehicle conflicts at urban intersections using an ordered logit methodology. Accident Analysis & Prevention, 97, 19-27.
  - Fu, T., Miranda-Moreno, L., & Saunier, N. (2016). Pedestrian crosswalk safety at nonsignalized crossings during nighttime use of thermal video data and surrogate safety measures. Transportation Research Record, 2586(1), 90-99.
  - Nabavi Niaki, M. S., Fu, T., Saunier, N., Miranda-Moreno, L. F., Amador, L., & Bruneau, J.-F. (2016). Road lighting effects on bicycle and pedestrian accident frequency: case study in Montréal, Québec, Canada. Transportation Research Record, 2555(1), 86-94.
  - Jodoin, J.-P., Bilodeau, G.-A., & Saunier, N. (2016). Tracking all road users at multimodal urban traffic intersections. IEEE Transactions on Intelligent Transportation Systems, 17(11), 3241-3251.
- 2015
  - Mohamed, M. G., & Saunier, N. (2015). Behavior Analysis Using a Multilevel Motion Pattern Learning Framework. Transportation Research Record, 2528(1), 116-127.
  - St-Aubin, P., Saunier, N., & Miranda-Moreno, L. (2015). Large-scale automated proactive road safety analysis using video data. Transportation Research Part C: Emerging Technologies, 58, Part B, 363-379.
  - Diallo, A., Bourdeau, J.-S., Morency, C., & Saunier, N. (2015). Methodology of parking analysis. Canadian Journal of Civil Engineering, 42(4), 281-285.
- 2014
  - Burns, S., Miranda-Moreno, L., Stipancic, J., Saunier, N., & Ismail, K. (2014). Accessible and practical geocoding method for traffic collision record mapping: Québec case study. Transportation Research Record, 2460(1), 39-46.
  - Locart, C., Agard, B., & Saunier, N. (2014). Analyses spatiales d'un réseau de distribution de points de vente: application à une entreprise canadienne de meubles distribués aux États-Unis. Revue française de gestion industrielle, 33(3), 69-88.
  - Niaki, M. S. N., Saunier, N., Miranda-Moreno, L. F., Amador, L., & Bruneau, J.-F. (2014). Method for road lighting audit and safety screening at urban intersections. Transportation Research Record, 2458(1), 27-36.
  - Perdomo, M., Rezaei, A., Patterson, Z., Miranda-Moreno, L. F., & Saunier, N. (2014). Pedestrian preferences with respect to roundabouts : A video-based stated preference survey. Accident Analysis & Prevention, 70, 84-91.
- 2013
  - Mohamed, M. G., Saunier, N., Miranda-Moreno, L. F., & Ukkusuri, S. V. (2013). A clustering regression approach: A comprehensive injury severity analysis of pedestrian-vehicle crashes in New York, US and Montréal, Canada. Safety Science, 54, 27-37.
  - Ismail, K., Sayed, T., & Saunier, N. (2013). A methodology for precise camera calibration for data collection applications in urban traffic scenes. Canadian Journal of Civil Engineering, 40(1), 57-67.
  - St-Aubin, P., Miranda-Moreno, L., & Saunier, N. (2013). An automated surrogate safety analysis at protected highway ramps using cross-sectional and before-after video data. Transportation Research. Part C, Emerging Technologies, 36, 284-295.
  - Saunier, N., & Midenet, S. (2013). Creating ensemble classifiers through order and incremental data selection in a stream. Pattern Analysis and Applications, 16(3), 333-347.
  - Guidoin, S., & Saunier, N. (2013). Données ouvertes et transport. Routes et Transports, 42(2), 21-23.
  - Jackson, S., Miranda-Moreno, L., St-Aubin, P., & Saunier, N. (2013). Flexible, mobile video camera system and open source video analysis software for road safety and behavioral analysis. Transportation Research Record, 2365(2365), 90-98.
  - Mohamed, M. G., & Saunier, N. (2013). Motion prediction methods for surrogate safety analysis. Transportation Research Record, 2386(2386), 168-178.
  - Saunier, N. (2013). Roundabout safety in Québec. Safety Network Newsletter : the Official Newsletter of the Canadian Association of Road Safety Professionals (4), 7-8.
  - Brosseau, M., Zangenehpour, S., Saunier, N., & Miranda-Moreno, L. F. (2013). The impact of waiting time and other factors on dangerous pedestrian crossings and violations at signalized intersections : a case study in Montréal. Transportation Research. Part F, Traffic Psychology and Behaviour, 21, 159-172.
- 2012
  - Khanloo, B. Y. S., Stefanus, F., Ranjbar, M., Li, Z.-N., Saunier, N., Sayed, T., & Mori, G. (2012). A large margin framework for single camera offline tracking with hybrid cues. Computer Vision and Image Understanding, 116(6), 676-689.
  - Malinovskiy, Y., Saunier, N., & Wang, Y. (2012). Analysis of pedestrian travel with static bluetooth sensors. Transportation Research Record, 2299(2299), 137-149.
  - Li, S., Sayed, T., Zaki, M., Mori, G., Stefanus, F., Khanloo, B., & Saunier, N. (2012). Automated collection of pedestrian data through computer vision techniques. Transportation Research Record, 2299(1), 121-127.
  - St-Aubin, P., Miranda-Moreno, L. F., & Saunier, N. (2012). Étude concernant l'utilisation d'une ligne continue de délimitation à gauche de la voie 1 (LCGV1) vis-à-vis des entrées et des sorties d'autoroutes. Routes et Transports, 41(1), 14-16.
- 2011
  - Saunier, N., Husseini, A. E., Ismail, K., Morency, C., Auberlet, J.-M., & Sayed, T. (2011). Estimation of Frequency and Length of Pedestrian Stride in Urban Environments with Video Sensors. Transportation Research Record, 2264(1), 138-147.
  - Midenet, S., Saunier, N., & Boillot, F. (2011). Exposure to lateral collision in signalized intersections with protected left turn under different traffic control strategies. Accident Analysis and Prevention, 43(6), 1968-1978.
  - Saunier, N., Mourji, N., & Agard, B. (2011). Investigating collision factors by mining microscopic data of vehicle conflicts and collisions. Transportation Research Record, 2237(1), 41-50.
  - Ismail, K., Sayed, T., & Saunier, N. (2011). Methodologies for Aggregating Indicators of Traffic Conflict. Transportation Research Record, 2237(1), 10-19.
- 2010
  - Saunier, N., Sayed, T., & Ismail, K. (2010). Large-scale automated analysis of vehicle interactions and collisions. Transportation Research Record, 2147(2147), 42-50.
- 2008
  - Saunier, N., & Sayed, T. (2008). A probabilistic framework for automated analysis of exposure to road collisions. Transportation Research Record, 2083(1), 96-104.
- 2007
  - Saunier, N., & Sayed, T. (2007). Automated road safety analysis using video data. Transportation Research Record, 2019(1), 57-64.
- 2004
  - Saunier, N., Midenet, S., & Grumbach, A. (2004). Coopération entre système d'inférence et système de reconnaissance; Détection de situations dangereuses dans un carrefour à feux. Génie Logiciel, 71, 20-24.
Communications de conférence (158)
- 2024
  - Sabri, K., Djilali, C., Bilodeau, G.-A., Saunier, N., & Bouachir, W. (mai 2024). Detection of micromobility vehicles in urban traffic videos [Communication écrite]. 21st Conference on Robots and Vision (CVR 2024), Guelph, ON, Canada (8 pages).
- 2023
  - Sheikh-Mohammad-Zadeh, A., Saunier, N., & Waygood, O. (juillet 2023). A methodology for the evaluation of street functions using video data: a case study on speed humps in Montreal [Communication écrite]. World Conference on Transport Research (WCTR 2023), Montréal, Québec. Publié dans Transportation research procedia, 82.
  - Nabavi Niaki, M. S., Bourdeau, J.-S., Miranda-Moreno, L., & Saunier, N. (juillet 2023). Cycling Network Discontinuities as Indicators for Performance Evaluation: Case Study in Four Cities [Communication écrite]. World Conference on Transport Research (WCTR 2023), Montréal, Québec. Publié dans Transportation research procedia, 82.
  - Toulouse, C., Saunier, N., & Cloutier, M.-S. (juillet 2023). Cyclist Overtaking Safety Study Using Video Data [Communication écrite]. World Conference on Transport Research (WCTR 2023), Montréal, Québec. Publié dans Transportation research procedia, 82.
  - Stipancic, J., Saunier, N., Navidi, N., Racine, E. B., Miranda-Moreno, L., & Labbe, A. (juillet 2023). Evaluating Map Matching Algorithms for Smartphone GNSS Data: Matching Vehicle Trajectories to an Urban Road Network [Communication écrite]. World Conference on Transport Research (WCTR 2023), Montréal, Québec. Publié dans Transportation research procedia, 82.
  - Blache, H., & Saunier, N. (juillet 2023). Is It Possible to Automatically Build a Large Scale Metropolitan Traffic Model? Evidence from a Study of Connected Transportation Applications in Montreal [Communication écrite]. World Conference on Transport Research (WCTR 2023), Montréal, Québec. Publié dans Transportation research procedia, 82.
  - Amiri, S., Goulet, J. A., Trépanier, M., Morency, C., & Saunier, N. (juillet 2023). Modeling transportation time series using bayesian dynamic linear models [Communication écrite]. World Conference on Transport Research (WCTR 2023), Montréal, Québec. Publié dans Transportation Research Procedia, 82.
  - Miah, M., Bilodeau, G.-A., & Saunier, N. (juin 2023). Multi-object tracking and segmentation with a space-time memory network [Communication écrite]. 20th Conference on Robots and Vision, Montreal, QC, Canada (10 pages).
  - Lamghari, S., Bilodeau, G.-A., & Saunier, N. (juin 2023). Transformer-based human action recognition with dynamic feature selection [Communication écrite]. 20th Conference on Robots and Vision, Montreal, Qc, Canada.
- 2022
  - Lamghari, S., Bilodeau, G.-A., & Saunier, N. (juin 2022). ActAr : Actor-driven pose embeddings for video action recognition [Communication écrite]. IEEE/CVF Computer Vision and Pattern Recognition Workshops (CVPRW 2022), New Orleans, Louisiana.
  - Garcia, P., Agard, B., & Saunier, N. (juin 2022). Anomaly detection method applied to vehicle monitoring [Communication écrite]. 10th IFAC Conference on Manufacturing Modelling, Management and Control (MIM 2022), Nantes, France. Publié dans IFAC PapersOnLine, 55(10).
  - Tkiouat, Z., Labonté-LeMoyne, É., Titah, R., Saunier, N., Léger, P.-M., & Sénécal, S. (juin 2022). Attention and Human AI Collaboration - The Context of Automated Vehicles [Communication écrite]. 24th International Conference on Human-Computer Interaction (HCII 2022).
  - Zadeh, A. S. M., Saunier, N., & Waygood, O. (juin 2022). Objective framework to evaluate street functions: A case study of speed bumps in Montreal, Canada [Résumé]. 7th International Conference on Transport and Health (ICTH 2022) (1 page). Publié dans Journal of Transport & Health, 25, Supple.
  - Dominguez, A., Saunier, N., Alcaraz, C., Al Mallah, R., & Fernandez, J. M. (janvier 2022). Reinforcement-Learning-Based Attack on Adaptive Traffic Control Systems [Communication écrite]. Transportation Research Board Annual Meeting, Washington, D.C.
  - Do, W., Saunier, N., & Miranda-Moreno, L. (janvier 2022). The Safety Benefits of Automated Speed Advisory Systems at Signalized Intersections [Communication écrite]. Transportation Research Board Annual Meeting, Washington, D.C.
- 2021
  - Lamghari, S., Bilodeau, G.-A., & Saunier, N. (janvier 2021). A Grid-based Representation for Human Action Recognition [Communication écrite]. 25th International Conference on Pattern Recognition (ICPR 2020), Milan, Italy.
  - Miah, M., Pepin, J., Saunier, N., & Bilodeau, G.-A. (janvier 2021). An Empirical Analysis of Visual Features for Multiple Object Tracking in Urban Scenes [Communication écrite]. 25th International Conference on Pattern Recognition (ICPR 2020).
  - Moliner, M., Saunier, N., & Ciari, F. (août 2021). An Ontology of Indicators to Evaluate the Performance of Innovative Modes [Communication écrite]. Bridging Transportation Researchers (BTR) Conference.
  - Perreault, H., Bilodeau, G.-A., Saunier, N., & Héritier, M. (octobre 2021). CenterPoly: real-time instance segmentation using bounding polygons [Communication écrite]. IEEE/CVF International Conference on Computer Vision Workshops (ICCVW 2021), Montreal, Qc, Canada.
  - Ledezma-Navarro, B., Miranda-Moreno, L. F., & Saunier, N. (janvier 2021). Cyclist Behaviour Towards Stop Signs. A Before-After Study on Stop-Controlled Intersections Using Video Trajectory and Surrogate Methods [Affiche]. Transportation Research Board Annual Meeting.
  - Miah, M., Saunier, N., & Bilodeau, G.-A. (juin 2021). MeNToS : Tracklets association with a space-time memory network [Communication écrite]. Robust Video Scene Understanding: Tracking and Video Segmentation workshop (CVPR-W), 2021 (4 pages).
  - Faure, B., Perreault, H., Bilodeau, G.-A., & Saunier, N. (décembre 2021). PolyTrack : tracking with bounding polygons [Présentation]. Dans NeurIPS Machine Learning for Autonomous Driving Workshop.
  - Beauchamp, É., Saunier, N., & Cloutier, M. S. (janvier 2021). Study of Automated Shuttle Interactions in City Traffic Using Surrogate Measures of Safety [Affiche]. Transportation Research Board Annual Meeting.
- 2020
  - Janvier, L. N., & Saunier, N. (janvier 2020). An Open-Source Minimal Micro-Simulation Tool for Safety Analysis [Affiche]. Transportation Research Board Annual Meeting, Washington, DC, USA.
  - Ledezma-Navarro, B., Miranda-Moreno, L. F., Saunier, N., Fu, T., & Labbe, A. (janvier 2020). Do stop-signs improve safety for all road users? A before-after study on stop-controlled intersections using video trajectory and surrogate methods [Résumé]. Transportation Research Board Annual Meeting, Washington, DC, USA.
  - Stipancic, J., Bellemare-Racine, E., Labbe, A., Saunier, N., & Miranda-Moreno, L. F. (janvier 2020). Relating Traffic Flow to Crashes Using Massive GPS Data: Smartphones and Usage-Based Insurance Data Agree [Affiche]. Transportation Research Board Annual Meeting, Washington, DC, USA.
  - Perreault, H., Héritier, M., Gravel, P., Bilodeau, G.-A., & Saunier, N. (juin 2020). RN-VID: A Feature Fusion Architecture for Video Object Detection [Communication écrite]. 17th International Conference on Image Analysis and Recognition (ICIAR 2020), Póvoa de Varzim, Portugal.
  - Boucaud, L., Saunier, N., & Aloise, D. (décembre 2020). Soft attention: does it actually help to learn social interactions in pedestrian trajectory prediction? [Communication écrite]. Advances in Neural Information Processing Systems 33 (NIPS 2020).
  - Perreault, H., Bilodeau, G.-A., Saunier, N., & Héritier, M. (mai 2020). SpotNet: Self-Attention Multi-Task Network for Object Detection [Communication écrite]. 17th Conference on Computer and Robot Vision (CRV 2020), Ottawa, ON.
  - Ooi, H.-L., Bilodeau, G.-A., & Saunier, N. (juin 2020). Supervised and Unsupervised Detections for Multiple Object Tracking in Traffic Scenes: A Comparative Study [Communication écrite]. 17th International Conference on Image Analysis and Recognition (ICIAR 2020), Póvoa de Varzim, Portugal.
- 2019
  - Fu, T., Hu, W., Saunier, N., & Miranda-Moreno, L. F. (janvier 2019). Investigating Secondary Interactions: Are Drivers Paying Attention to Pedestrians when Exiting Non-signalized Intersections? [Communication écrite]. Transportation Research Board 98th Annual Meeting, Washington DC, United States.
  - Nabavi Niaki, M. S., Saunier, N., & Miranda-Moreno, L. F. (janvier 2019). Is that Move Safe? Case Study of Cyclist Movements at Intersections with Cycling Discontinuities [Communication écrite]. Transportation Research Board 98th Annual Meeting, Washington DC, United States.
  - Marois, A., Cloutier, M.-S., Saunier, N., Godillon, S., Lafond, D., & Vachon, F. (janvier 2019). Safety, stress and work zone complexity: A field study on police officers performing on-foot traffic control [Communication écrite]. Transportation Research Board 98th Annual Meeting, Washington, D.C..
  - St-Aubin, P., Saunier, N., Labbe, A., & Miranda-Moreno, L. F. (janvier 2019). Safety Study at Partially Stop-Controlled Intersections using Surrogate Measures [Communication écrite]. Transportation Research Board 98th Annual Meeting, Washington, DC, USA.
  - Ooi, H.-L., Bilodeau, G.-A., & Saunier, N. (août 2019). Tracking in Urban Traffic Scenes from Background Subtraction and Object Detection [Communication écrite]. 16th International Conference on Image Analysis and Recognition (ICIAR 2019), Waterloo, Canada.
- 2018
  - Urdaneta, M., Lemay, A., Saunier, N., & Fernandez, J. M. (mars 2018). A cyber-physical test bed for measuring the impacts of cyber attacks on urban road networks [Communication écrite]. 12th IFIP WG 11.10 International Conference on Critical Infrastructure Protection, Arlington, Virginia.
  - Bélisle, F., Saunier, N., & Audet, O. (janvier 2018). Continuous tracking: exploring the long-term value of Bluetooth [Communication écrite]. Transportation Research Board 97th Annual Meeting, Washington, D.C. (19 pages).
  - Alizadeh Aliabadi, H., Morency, C., Saunier, N., & Farooq, B. (janvier 2018). Factors affecting drivers' consideration set of route alternatives [Communication écrite]. Transportation Research Board 97th Annual Meeting, Washington, D.C. (16 pages).
  - Alizadeh Aliabadi, H., Farooq, B., Morency, C., & Saunier, N. (janvier 2018). Frequent versus occasional drivers: A hybrid route choice model [Communication écrite]. Transportation Research Board 97th Annual Meeting, Washington, D.C. (17 pages).
  - Beaupré, D.-A., Bilodeau, G.-A., & Saunier, N. (mai 2018). Improving multiple object tracking with optical flow and edge preprocessing [Communication écrite]. 1st International Conference on Pattern Recognition and Artificial Intelligence (ICPRAI 2018), Montréal, Québec.
  - Fu, T., Beitel, D., Ledezma-Navarro, B., Zahabi, S. A., Saunier, N., & Miranda-Moreno, L. F. (janvier 2018). Investigating cyclist-pedestrian interactions at bus stops and non-signalized intersections using a distance-velocity model and speed measures derived from video data [Communication écrite]. Transportation Research Board 97th Annual Meeting, Washington, D.C..
  - Ooi, H. L., Bilodeau, G.-A., Saunier, N., & Beaupré, D.-A. (novembre 2018). Multiple object tracking in urban traffic scenes with a multiclass object detector [Communication écrite]. 13th International Symposium on Visual Computing (ISVC 2018), Las Vegas, NV.
  - Stipancic, J., Miranda-Moreno, L. F., Saunier, N., & Labbe, A. (janvier 2018). Network screening for large urban road networks: Using GPS data and surrogate measures to model crash frequency and severity [Communication écrite]. Transportation Research Board 97th Annual Meeting, Washington, D.C..
  - St-Aubin, P., Ledezma-Navarro, B., Labbe, A., Fu, T., Saunier, N., & Miranda-Moreno, L. F. (janvier 2018). Speed at partially and fully stop-controlled intersections [Communication écrite]. Transportation Research Board 97th Annual Meeting, Washington, D.C..
- 2017
  - Nabavi Niaki, M. S., Saunier, N., & Miranda-Moreno, L. F. (janvier 2017). Analysis of Cyclist Behaviour at Cycling Network Discontinuities Using Computer Vision [Communication écrite]. 96th Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Gomaa Mohamed, M., & Saunier, N. (janvier 2017). An Investigation of Different Geometric Representations of Road User Volume and their Impact on Post-Encroachment Time [Communication écrite]. 96th Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Alizadeh Aliabadi, H., Bourbonnais, P.-L., Morency, C., Farooq, B., & Saunier, N. (septembre 2017). An online survey to enhance the understanding of car drivers route choices [Communication écrite]. 11th International Conference on Transport Survey Methods, Estérel, Québec. Publié dans Transportation Research Procedia, 32.
  - Fu, T., Miranda-Moreno, L. F., & Saunier, N. (juin 2017). A novel framework to evaluate yielding behavior and crossing decisions at non-signalized locations using video-based trajectory data [Communication écrite]. 27th Canadian Association of Road Safety Professionals Conference (CARSP 2017), Toronto, Ontario.
  - Alizadeh, H., Farooq, B., Morency, C., & Saunier, N. (janvier 2017). Classifying behavioral dynamics of taxi drivers route choices using longitudinal GPS data [Communication écrite]. 96th Annual Meeting of the Transportation Research Board, Washington, DC (17 pages).
  - St-Aubin, P., Saunier, N., Miranda-Moreno, L. F., & Laureshyn, A. (juin 2017). Microscopic road safety comparison between Canadian and Swedish roundabout driver behaviour [Communication écrite]. 27th Canadian Association of Road Safety Professionals Conference (CARSP 2017), Toronto, Canada.
  - Fu, T., Miranda-Moreno, L. F., & Saunier, N. (janvier 2017). Novel Framework to Evaluate Pedestrian Safety at Nonsignalized Locations Using Video-Based Trajectory Data [Communication écrite]. 96th Annual Meeting of the Transportation Research Board, Washington, D.C..
  - van Haperen, W., Riaz, M., Daniels, S., Saunier, N., Brijs, T., & Wets, G. (octobre 2017). Observing the observation of road user behavior: A scoping review to gain insights into current practices [Communication écrite]. Road Safety & Simulation International Conference (RSS 2017), The Hague, Netherlands.
  - Bélisle, F., Saunier, N., Bilodeau, G.-A., & Le Digabel, S. (janvier 2017). Optimized Video Tracking for Automated Vehicle Turning Movement Counts [Communication écrite]. 96th Annual Meeting of the Transportation Research Board, Washington, D.C..
  - St-Aubin, P., Saunier, N., & Miranda-Moreno, L. F. (juin 2017). Surrogate safety analysis of Québec roundabout design [Communication écrite]. 27th Canadian Association of Road Safety Professionals Conference (CARSP 2017), Toronto, Ontario.
  - Stipancic, J., Miranda-Moreno, L., Saunier, N., & Labbe, A. (septembre 2017). Surrogate safety and network screening : modelling crash frequency using GPS data latent gaussian models [Communication écrite]. Conference of the Transportation Association of Canada, St. John's, NL (19 pages).
  - Laviolette, J., Saunier, N., Morency, C., & Lacombe, A. (janvier 2017). Temporal & Spatial Analysis of Taxi Demand in Montréal using a Clustering Approach [Communication écrite]. 96th Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Stipancic, J., Miranda-Moreno, L. F., & Saunier, N. (janvier 2017). The Impact of Congestion and Traffic Flow On Crash Frequency and Severity: An Application of Smartphone-Collected GPS Travel Data [Communication écrite]. 96th Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Morency, C., Trépanier, M., Saunier, N., Verreault, H., & Bourdeau, J.-S. (décembre 2017). Understanding the interactions between transit, taxi and bikesharing [Communication écrite]. International Symposium: Emerging and Shared Transportation Modes and Mobility Services, Tel Aviv, Israel.
  - Bourdeau, J.-S., Wielinski, G., Morency, C., Saunier, N., & Trépanier, M. (septembre 2017). Using GPS data from a fleet of shared free-floating cars to estimate parking search time [Communication écrite]. 11th International Conference on Travel Survey Methods, Estérel, Québec.
  - Morency, C., Trépanier, M., Saunier, N., Verreault, H., & Bourdeau, J.-S. (septembre 2017). Using 5 parallel passive data streams to report on a wide range of mobility options [Communication écrite]. 11th International Conference on Transport Survey Methods, Estérel, Québec (11 pages). Publié dans Transportation Research Procedia, 32.
  - Laureshyn, A., Johnsson, C., Madsen, T., Varhelyi, A., de Goede, M., Svensson, Å., Saunier, N., & van Haperen, W. (octobre 2017). Validation of surrogate safety measures with focus on vulnerable road users [Communication écrite]. Road Safety & Simulation International Conference (RSS 2017), The Hague, Netherlands.
  - van Haperen, W., Daniels, S., De Ceunynck, T., Saunier, N., Brijs, T., & Wets, G. (janvier 2017). Yielding behaviour and traffic conflicts at cyclist crossing facilities on channelised right-turn lanes [Communication écrite]. 96th Annual Meeting of the Transportation Research Board, Washington, D.C..
- 2016
  - Fu, T., Stipancic, J., Zangenehpour, S., Miranda-Moreno, L. F., & Saunier, N. (janvier 2016). A comparison of regular and thermal cameras for traffic data collection under varying lighting and temperature conditions in multimodal environments [Communication écrite]. 95th Annual Meeting of the Transportation Research Board, Washington, DC.
  - Fu, T., Stipancic, J., Zangenehpour, S., Miranda-Moreno, L. F., & Saunier, N. (juin 2016). Automatic traffic data collection under varying lighting and temperature conditions in multimodal environments [Communication écrite]. 26th Canadian Association of Road Safety Professionals (CARSP) Conference, Halifax, N.-S..
  - Gauthier, L., Saunier, N., Le Digabel, S., & Cao, G. (janvier 2016). Calibration of driving behavior models using derivative-free optimization and video data for montreal highways [Communication écrite]. 95th Annual Meeting of the Transportation Research Board, Washington, DC.
  - Nabavi Niaki, M., Saunier, N., & Miranda-Moreno, L. (octobre 2016). Cyclist behaviour and safety assessment at discontinuities in the cycling network: Adopting surrogate safety analysis using video data [Communication écrite]. 29th International Co-operation on Theories and Concepts in Traffic Safety, Lund, Sweden.
  - Bourdeau, J.-S., Morency, C., & Saunier, N. (janvier 2016). Deriving parking use from household travel survey data [Communication écrite]. 95th Annual Meeting of the Transportation Research Board, Washington, DC.
  - Tessier, M.-A., Morency, C., & Saunier, N. (janvier 2016). Impact of weather conditions on traffic: Case study of Montreal's winter [Communication écrite]. 95th Annual Meeting of the Transportation Research Board, Washington, DC.
  - Fu, T., Miranda-Moreno, L. F., & Saunier, N. (janvier 2016). Measuring crosswalk safety at nonsignalized crossings during nighttime based on surrogate measures of safety: Case study in Montréal, Canada [Communication écrite]. 95th Annual Meeting of the Transportation Research Board, Washington, DC.
  - Nabavi Niaki, M. S., Saunier, N., & Miranda-Moreno, L. F. (janvier 2016). Methodology to quantify discontinuities in a cycling network: Case study in Montréal boroughs [Communication écrite]. 95th Annual Meeting of the Transportation Research Board, Washington, DC.
  - Saoudi Hassani, O., Saunier, N., & Morency, C. (janvier 2016). Optimization scenarios of home-work distances in Montréal, Canada [Communication écrite]. 95th Annual Meeting of the Transportation Research Board, Washington, DC.
  - Fu, T., Miranda-Moreno, L. F., & Saunier, N. (septembre 2016). Surrogate Safety Measures for Crosswalk Safety at Nonsignalized Crossings During Nighttime: A Montréal Case Study [Communication écrite]. Transportation Association of Canada Conference and Exhibition, Toronto, ON.
  - Lessard, A., Bélisle, F., Bilodeau, G.-A., & Saunier, N. (juin 2016). The Counting App, or how to count vehicles in 500 hours of video [Communication écrite]. IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW 2016), Las Vegas, Nevada.
  - Stipancic, J., Miranda-Moreno, L. F., & Saunier, N. (janvier 2016). The who and where of road safety: Extracting surrogate indicators from smartphone-collected GPS data in urban environments [Communication écrite]. 95th Annual Meeting of the Transportation Research Board, Washington, DC.
  - Fu, T., Stipancic, J., Miranda-Moreno, L., Zangenehpour, S., & Saunier, N. (septembre 2016). Traffic Data Collection Using Thermal Camera Under Varying Lighting and Temperature Conditions in Multimodal Environments [Communication écrite]. Conference and Exhibition of the Transportation Association of Canada (TAC 2016), Toronto, Ont. (20 pages).
  - Morse, P., St-Aubin, P., Miranda-Moreno, L. F., & Saunier, N. (janvier 2016). Transferability study of video tracking optimization for traffic data collection and analysis [Communication écrite]. 95th Annual Meeting of the Transportation Research Board, Washington, DC.
  - Shekarrizfard, M., Alam, A., Badran, A., Faucher, J., Miranda-Moreno, L., Morency, C., Saunier, N., Patterson, Z., Trépanier, M., & Hatzopoulou, M. (janvier 2016). Validation of a PUFF dispersion model: Air quality simulation for new highway infrastructure [Communication écrite]. 95th Annual Meeting of the Transportation Research Board, Washington, DC.
- 2015
  - Zangenehpour, S., Strauss, J., Miranda-Moreno, L. F., & Saunier, N. (janvier 2015). Are intersections with cycle tracks safer? Control case study based on automated surrogate safety analysis using video data [Communication écrite]. 94th Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Zangenehpour, S., Strauss, J., Miranda-Moreno, L. F., & Saunier, N. (mai 2015). Are intersections with cycle tracks safer? Control case study based on automated surrogate safety analysis using video data [Communication écrite]. Canadian Association of Road Safety Professionals (CARSP) Conference, Ottawa, Canada.
  - Mohamed, M. G., & Saunier, N. (janvier 2015). Behaviour analysis using a multi-level motion pattern learning framework [Communication écrite]. 94th Annual Meeting of the Transportation Research Board, Washington, D.C..
  - St-Aubin, P., Saunier, N., & Miranda-Moreno, L. (janvier 2015). Comparison of various objectively defined surrogate safety analysis methods [Communication écrite]. 94th Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Laureshyn, A., de Goede, M., Saunier, N., & Fyhri, A. (septembre 2015). Cross-comparison of three surrogate safety methods to diagnose cyclist safety problems at intersections in Norway [Communication écrite]. 4th International Cycling Safety Conference (ICSC 2015), Hannover, Germany.
  - Nabavi Niaki, M. S., Fu, T., Saunier, N., Miranda-Moreno, L. F., Amador-Jimenez, L., & Bruneau, J.-F. (janvier 2015). Effects of road lighting on bicycle and pedestrian accident frequency: Case study in Montréal, Canada [Communication écrite]. 95th Annual Meeting of the Transportation Research Board, Washington, DC.
  - Rondier, P., Cloutier, M.-S., Saunier, N., Soto, F., & Miranda-Moreno, L. F. (janvier 2015). Exploring road safety analysis and stakeholder engagement for small and medium-sized communities [Communication écrite]. 94th Annual Meeting of the Transportation Research Board, Washington, D.C..
  - St-Aubin, P., Saunier, N., & Miranda-Moreno, L. (janvier 2015). Large-scale microscopic traffic behaviour and safety analysis of Québec roundabout design [Communication écrite]. 94th Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Anderson-Trocme, P., Stipancic, J., Miranda-Moreno, L. F., & Saunier, N. (janvier 2015). Performance Evaluation and Error Segregation of Video-Collected Traffic Speed Data [Communication écrite]. 94th Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Fu, T., Zangenehpour, S., Miranda-Moreno, L. F., Niaki, M. S. N., Saunier, N., Amador, L., & Fu, L. (mai 2015). Surrogate safety measures for crosswalk safety at non-signalized crossings during nighttime with the use of thermal videos: A case study in Montréal [Communication écrite]. Canadian Association of Road Safety Professionals (CARSP) Conference, Ottawa, Canada.
  - Ettehadieh, D., Farooq, B., & Saunier, N. (janvier 2015). Systematic parameter optimization and application of automated tracking in pedestrian-dominant situations [Communication écrite]. 94th Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Stipancic, J., Miranda-Moreno, L. F., & Saunier, N. (mai 2015). Traffic parameter methods for surrogate safety: Comparative study of three non-intrusive sensor technologies [Communication écrite]. Canadian Association of Road Safety Professionals (CARSP) Conference, Ottawa, Canada.
  - Zangenehpour, S., Romancyshyn, T., Miranda-Moreno, L. F., & Saunier, N. (janvier 2015). Video-based automatic counting for short-term bicycle data collection in a variety of environments [Communication écrite]. 94th Annual Meeting of the Transportation Research Board, Washington, D.C..
- 2014
  - Burns, S., Miranda-Moreno, L. F., Stipancic, J., Saunier, N., & Ismail, K. (janvier 2014). Accessible and practical geocoding method for traffic collision record mapping: Québec case study [Communication écrite]. Transportation Research Board 93rd Annual Meeting, Washington, D.C..
  - Jackson, S., Miranda-Moreno, L., St-Aubin, P., & Saunier, N. (janvier 2014). A flexible, mobile video camera system and open source video analysis software for road safety and behavioural analysis [Communication écrite]. 92nd Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Nabavi Niaki, M. S., Saunier, N., Miranda-Moreno, L. F., Amador-Jimenez, L., & Bruneau, J.-F. (janvier 2014). A method for road lighting audit and safety screening [Communication écrite]. 93rd Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Shekarrizfard, M., Alam, A., Badran, A., Faucher, J., Miranda-Moreno, L., Morency, C., Patterson, Z., Saunier, N., Trépanier, M., & Hatzopoulou, M. (janvier 2014). Assessing air quality, transport, and land use impacts of highway 25 extension in the greater Montréal, Canada [Communication écrite]. 93rd Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Zangenehpour, S., Miranda-Moreno, L. F., & Saunier, N. (juin 2014). Automated classification based on video data at intersections with heavy pedestrian and bicycle traffic: Methodology and application [Communication écrite]. Canadian Multidisciplinary Road Safety Conference, Vancouver, BC, Canada. Publié dans Transportation Research Part C: Emerging Technologies, 56.
  - Zangenehpour, S., Miranda-Moreno, L. F., & Saunier, N. (janvier 2014). Automated classification in traffic video at intersections with heavy pedestrian and bicycle traffic [Communication écrite]. 93rd Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Ettehadieh, D., Farooq, B., & Saunier, N. (octobre 2014). Automated pedestrian trajectory data-collection and flow characterization in public spaces [Communication écrite]. Conference on Pedestrian and Evacuation Dynamics 2014 (PED 2014), Delft, The Netherlands. Publié dans Transportation Research Procedia, 2.
  - St-Aubin, P., Saunier, N., & Miranda-Moreno, L. (août 2014). Big Brother is watching you... To predict crashes [Communication écrite]. Big Data and Urban Informatics Workshop, Chicago, IL.
  - Saunier, N., & Mohamed, M. G. (janvier 2014). Clustering surrogate safety indicators to understand collision processes [Communication écrite]. 93rd Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Tessier, M.-A., Zall, D., Morency, C., Trépanier, M., & Saunier, N. (mars 2014). Congestion à Montréal : méthode d'analyse et de suivi [Communication écrite]. 49e Congrès annuel de l'Association québécoise du transport, Québec, Québec.
  - St-Aubin, P., Saunier, N., Miranda-Moreno, L., & Ismail, K. (janvier 2014). Detailed driver behaviour analysis and trajectory interpretation at roundabouts using computer vision data [Communication écrite]. 92nd Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Saunier, N., Lacoffe, A., & Trépanier, M. (mars 2014). Facteurs de dégradation du marquage au sol [Communication écrite]. 49e Congrès annuel de l'Association québécoise du transport, Québec, Québec.
  - Anderson-Trocme, P., Miranda-Moreno, L., & Saunier, N. (mai 2014). Microsimulation calibration using trajectories based on image processing: from data collection to emission modeling [Communication écrite]. Canadian Society for Civil Engineering Annual Conference 2014, Halifax, N.S..
  - Mohamed, M. G., & Saunier, N. (janvier 2014). Motion prediction methods for surrogate safety analysis [Communication écrite]. 92nd Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Afghari, A., Ismail, K., Saunier, N., Sharma, A., & Miranda-Moreno, L. F. (janvier 2014). Pedestrian-Cyclist Interactions at Bus Stops Along Segregated Bike Paths: Case Study of Montréal, Canada [Communication écrite]. 93rd Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Perdomo, M., Rezaei, A., Patterson, Z., Miranda-Moreno, L., & Saunier, N. (janvier 2014). Pedestrian preferences with respect to roundabouts : A video-based stated preference survey [Communication écrite]. 93rd Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Saunier, N., Ardö, H., Jodoin, J.-P., Laureshyn, A., Nilsson, M., Svensson, Å., Miranda-Moreno, L. F., Bilodeau, G.-A., & Åström, K. (janvier 2014). Public video data set for road transportation applications [Communication écrite]. 93rd Annual Meeting of the Transportation Research Board, Washington, D.C..
  - St-Aubin, P., Saunier, N., & Miranda-Moreno, L. F. (janvier 2014). Road user collision prediction using motion patterns applied to surrogate safety analysis [Communication écrite]. 93rd Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Jodoin, J.-P., Bilodeau, G.-A., & Saunier, N. (mars 2014). Urban Tracker: Multiple object tracking in urban mixed traffic [Communication écrite]. IEEE Winter Conference on Applications of Computer Vision (WACV 2014), Steamboat Springs, Col., USA.
- 2013
  - Saunier, N., & Rabion, A. (novembre 2013). Analyse d'interactions entre usagers motorisés et non-motorisés en présence de pistes cyclables: Cas d'étude à Montréal [Communication écrite]. Colloque International Francophone Piéton, Montréal, Québec.
  - Bilodeau, G.-A., Jodoin, J.-P., & Saunier, N. (mai 2013). Change detection in feature space using local binary similarity patterns [Communication écrite]. 10th International Conference on Computer and Robot Vision (CRV 2013), Regina, SK, Canada.
  - Mohamed, M. G., & Saunier, N. (mai 2013). Classifying profiles of surrogate safety measures to understand collision processes [Communication écrite]. 23rd Canadian Multidisciplinary Road Safety Conference, Montréal, Québec.
  - Burns, S., Miranda-Moreno, L., Saunier, N., & Ismail, K. (janvier 2013). Crash severity analysis at roundabouts : a case study in Québec, Canada [Communication écrite]. 92nd Annual Meeting of the Transportation Research Board, Washington, D.C., USA.
  - Zangenehpour, S., Miranda-Moreno, L. F., & Saunier, N. (janvier 2013). Impact of bicycle boxes on safety of cyclists : A case study in Montréal [Communication écrite]. 92nd Annual Meeting of the Transportation Research Board, Washington, D.C., USA.
  - Rondier, P., Soto, F., Cloutier, M. S., & Saunier, N. (mai 2013). Méthodes de diagnostic de sécurité routière en milieu municipal : l'apport d'indicateurs médiatiques sur la perception des risques [Communication écrite]. 23rd Canadian Multidisciplinary Road Safety Conference, Montréal, Québec.
  - Dialli, A., Morency, C., & Saunier, N. (janvier 2013). Methodology of parking analysis [Communication écrite]. 92nd Annual Meeting of the Transportation Research Board, Washington, D.C., USA.
  - Anderson-Trocme, P., Miranda-Moreno, L., & Saunier, N. (mai 2013). Microsimulation calibration using automated video-based motor vehicle and bus trajectories [Communication écrite]. Annual Conference of the Canadian Society for Civil Engineering 2013: Know-How - Savoir-Faire (CSCE 2013), Montréal, Québec.
  - Mohamed, M. G., & Saunier, N. (mai 2013). The influence of motion prediction methods on surrogate safety measures [Communication écrite]. Annual Conference of the Canadian Society for Civil Engineering 2013: Know-How - Savoir-Faire (CSCE 2013), Montréal, Québec.
  - St-Aubin, P., Saunier, N., Miranda-Moreno, L., & Ismail, K. (janvier 2013). Use of Computer vision data for detailed driver behavior analysis and trajectory interpretation at roundabouts [Communication écrite]. 92nd Transportation Research Board Annual Meeting, Washington, D.C.. Publié dans Transportation Research Record, 2389(1).
- 2012
  - Mohamed, M. G. M., Saunier, N., Miranda-Moreno, L. F., & Ukkusuri, S. V. (janvier 2012). A clustering regression approach: A comprehensive injury severity analysis of pedestrian-vehicle crashes in New York, US and Montréal, Canada. [Résumé]. Transportation Research Board 91st Annual Meeting, Washington, D.C. (24 pages).
  - St-Aubin, P., Miranda-Moreno, L., & Saunier, N. (janvier 2012). A surrogate safety analysis at protected freeway ramps using cross-sectional and before-after video data [Communication écrite]. 91st Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Li, S., Sayed, T., Zaki, M. H., Mori, G., Stefanus, F., Khanloo, B., & Saunier, N. (janvier 2012). Automatic collection of pedestrian data using computer vision techniques [Communication écrite]. 91st Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Paquette, S., Gagnon, C., Saunier, N., Bergeron, J., Nortier, J., & Domon, G. (septembre 2012). Integrating landscape and road safety issues for small towns' entry routes [Communication écrite]. Environmental Concerns in Rights-of-Way Management, 10th International Symposium, Phoenix, Arizona.
  - St-Aubin, P., Miranda-Moreno, L., & Saunier, N. (janvier 2012). Microsimulation highway car-following calibration and validation from real-world trajectory observations [Communication écrite]. 91st Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Malinovskiy, Y., Saunier, N., & Wang, Y. (janvier 2012). Pedestrian travel analysis using static bluetooth sensors [Communication écrite]. 91st Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Brosseau, M., Saunier, N., Mouël, K. L., & Miranda-Moreno, L. (janvier 2012). The impact of traffic lights on dangerous pedestrian crossings and violations: a case study in Montréal [Communication écrite]. 91st Annual Meeting of the Transportation Research Board, Washington, D.C..
- 2011
  - Locart, C., Agard, B., & Saunier, N. (octobre 2011). Analyses spatiales d'un réseau de distribution de points de vente : application à une entreprise canadienne de meubles distribués aux États-Unis [Communication écrite]. 9e Congrès international de génie industriel (CIGI 2011), Saint-Sauveur, Canada (8 pages).
  - St-Aubin, P., Miranda-Moreno, L., & Saunier, N. (mai 2011). Analysis of driver behaviour and collision risks for specialized lane markings : protected freeway entrance and exit ramps [Communication écrite]. 21st Canadian Multidisciplinary Road Safety Conference, Halifax, Nova Scotia.
  - Saunier, N., & Morency, C. (mars 2011). Comparing data from mobile and static traffic sensors for travel time assessment [Communication écrite]. 1st Congress of the Transportation and Development Institute of ASCE, Chicago, IL, United states.
  - Verreault, H., Morency, C., & Saunier, N. (juin 2011). Des espions GPS au service de la gestion des réseaux [Communication écrite]. Dixièmes rencontres francophones Est-Ouest de socio-économie des transports, Montréal, Québec.
  - Morency, C., Trépanier, M., Saunier, N., & Akélaguélo, J.-P. (mars 2011). Enhancing the value of an incidents database with an interactive visualization tool [Communication écrite]. 1st Congress of the Transportation and Development Institute of ASCE, Chicago, IL, United states.
  - Saunier, N., Mourji, N., & Agard, B. (janvier 2011). Investigating collision factors by mining microscopic data of vehicle conflicts and collisions [Communication écrite]. 90th Annual Meeting of the Transportation Research Board, Washington, DC.
  - Ismail, K., Sayed, T., & Saunier, N. (janvier 2011). Methodologies for aggregating traffic conflict indicators [Communication écrite]. 90th Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Saunier, N., El Husseini, A., Ismail, K., Morency, C., Auberlet, J.-M., & Sayed, T. (janvier 2011). Pedestrian Stride Frequency and Length Estimation in Outdoor Urban Environments using Video Sensors [Communication écrite]. 90th Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Saunier, N., Mourji, N., & Agard, B. (mai 2011). Using data mining techniques to understand collision processes [Communication écrite]. 21st Canadian Multidisciplinary Road Safety Conference, Halifax, Nova Scotia.
- 2010
  - Sayed, T., Saunier, N., Lovegrove, G., & de Leur, P. (juin 2010). Advances in proactive road safety planning [Communication écrite]. 20e Conférence Canadienne multidisciplinaire sur la sécurité routière, Niagara Falls, Ontario.
  - Saunier, N., Auberlet, J.-M., & Granié, M.-A. (novembre 2010). A study of pedestrian crossing behaviour using video sensors [Communication écrite]. 23rd International Cooperation on Theories and Concepts in Traffic safety (ICTCT 2010), The Hague, Netherlands.
  - Ismail, K., Sayed, T., & Saunier, N. (janvier 2010). Automated analysis of pedestrian-vehicle conflicts : a context for before-and-after studies [Communication écrite]. 89th Annual Meeting of the Transportation Research Board, Washington, D.C.. Publié dans Transportation Research Record, 2198(1).
  - Ismail, K., Sayed, T., & Saunier, N. (juin 2010). Automated safety analysis using video sensors : Technology and case studies [Communication écrite]. 20e Conférence Canadienne multidisciplinaire sur la sécurité routière, Niagara Falls, Ontario.
  - Ismail, K., Sayed, T., & Saunier, N. (janvier 2010). Camera calibration for urban traffic scenes : Practical issues and a robust approach [Communication écrite]. 89th Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Saunier, N., Sayed, T., & Ismail, K. (janvier 2010). Large scale automated analysis of vehicle interactions and collisions [Communication écrite]. 89th Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Khanloo, B. Y. S., Stefanus, F., Ranjbar, M., Li, Z.-N., Saunier, N., Sayed, T., & Mori, G. (mai 2010). Max-margin offline pedestrian tracking with multiple cues [Communication écrite]. 7th Canadian Conference on Computer and Robot Vision (CRV 2010), Ottawa, Ontario.
- 2009
  - Saunier, N., Sayed, T., & Ismail, K. (juin 2009). An object assignment algorithm for tracking performance evaluation [Communication écrite]. 11th IEEE International Workshop on Performance Evaluation of Tracking and Surveillance (PETS 2009), Miami, FLA.
  - Saunier, N., & Sayed, T. (octobre 2009). A prototype system for truck signal priority using video sensors [Communication écrite]. Annual Conference of the Transportation Association of Canada, Vancouver, B.C..
  - Ismail, K., Sayed, T., Saunier, N., & Lim, C. (janvier 2009). Automated analysis of pedestrian-vehicle conflicts using video data [Communication écrite]. 88th Annual Meeting of the Transportation Research Board, Washington, D.C.. Publié dans Transportation Research Record, 2140(2140).
  - Ismail, K., Sayed, T., & Saunier, N. (janvier 2009). Automated collection of pedestrian data using computer vision techniques [Communication écrite]. 88th Annual Meeting of the Transportation Research Board, Washington, D.C..
  - Ismail, K., Sayed, T., & Saunier, N. (octobre 2009). Automated pedestrian safety analysis using video data in the context of scramble phase intersections [Communication écrite]. Annual Conference of the Transportation Association of Canada, Vancouver, B.C.
  - Saunier, N., & Kang, W. (avril 2009). Truck signal priority [Communication écrite]. 2009 ITE Quad Conference, Vancouver, BC.
- 2008
  - Saunier, N., & Sayed, T. A probabilistic framework for the automated analysis of the exposure to road collision [Communication écrite]. Transportation Research Board Annual Meeting Compendium of Papers, Washington, D.C..
  - Saunier, N., & Sayed, T. Vision-based road safety analysis [Communication écrite]. 10th International IEEE Conference on Intelligent Transportation Systems, Seattle, USA.
- 2007
  - Saunier, N., & Sayed, T. Automated road safety analysis using video data [Communication écrite]. Transportation Research Board Annual Meeting Compendium of Papers, Washington, D.C..
  - Saunier, N., Sayed, T., & Lim, C. Probabilistic collision prediction for vision-based automated road safety analysis [Communication écrite]. 10th International IEEE Conference on Intelligent Transportation Systems, Seattle, USA.
- 2006
  - Saunier, N., & Sayed, T. A feature-based tracking algorithm for vehicles in intersections [Communication écrite]. Canadian Conference on Computer and Robot Vision, Québec, Canada.
  - Saunier, N., & Sayed, T. Clustering Vehicle trajectories with hidden Markov models. Application to automated traffic safety analysis [Communication écrite]. International Joint Conference on Neural Networks, IEEE, Vancouver, Canada.
  - Saunier, N., & Sayed, T. Vehicle trajectories clustering with dynamic bayesian networks for traffic safety analysis [Communication écrite]. International Joint Conference on Neural Networks, IEEE, Vancouver, Canada.
- 2004
  - Saunier, N., Midenet, S., & Grumbach, A. Apprentissage incrémental par sélection de données dans un flux pour une application de sécurité routière [Communication écrite]. Conférence d'Apprentissage, Montpellier, France.
  - Saunier, N., Midenet, S., & Grumbach, A. Stream-based Learning through data selection in a road safety application [Communication écrite]. STAIRS 2004, Second Starting AI Researchers' Symposium, Valencia, Spain.
- 2003
  - Saunier, N., Midenet, S., & Grumbach, A. Automatic detection of vehicle interactions in a signalized intersection [Communication écrite]. 16th International Cooperation on Theories and Concepts in Traffic Safety Workshop, Soesterberg, The Netherlands.
Livres (2)
- 2014
  - Cloutier, M.-S., Auberlet, J.-M., Bruneau, J.-F., Dommes, A., Granié, M.-A., Paquin, S., Saunier, N., Serre, T., & Torres, J. (édit.) (2014). La ville sous nos pieds: Connaissances et pratiques favorables aux mobilités piétonnes: Actes du 4e Colloque francophone international du GERI COPIE, 20‐22 novembre 2013, Montréal, Canada.
- 2010
  - Saunier, N. (2010). Incidence de la régulation d'un carrefour à feux sur le risque routier : Apprentissage d'indicateurs par sélection de données dans un flux.
Chapitres de livre (3)
- 2021
  - Saunier, N., & Laureshyn, A. (2021). Surrogate Measures of Safety. Dans Vickerman, R. (édit.), International Encyclopedia of Transportation (p. 662-667).
- 2020
  - Pelletier, M., Saunier, N., & Le Ny, J. (2020). Differentially Private Analysis of Transportation Data. Dans Farokhi, F. (édit.), Privacy in Dynamical Systems (p. 131-155).
- 2012
  - Saunier, N., Edara, P., & Baik, H. (2012). Transportation safety analysis. Dans Chowdhury, M., Sadek, A. W., Abu-Lebdeh, G., McBride, J., & Williams, B. M. (édit.), Artificial intelligence applications to critical transportation issues, Transportation Research Board (p. 93-105).
Rapports (55)
- 2025
  - Morency, C., Trépanier, M., Saunier, N., Tessier, M.-A., Faucher, J., Bourdeau, J.-S., & Giraud, A. Projet de recherche sur le développement d'un outil de suivi et d'analyse des conditions de circulation sur le réseau routier de MTMDET de la région de Montréal. (Rapport technique).
- 2022
  - Cloutier, M.-S., Godillon, S., Lafond, D., Marois, A., Saunier, N., & Vachon, F. (2022). Accident de la route au travail : qu'en est-il des travailleurs piétons? (Rapport technique n° R-1143-fr).
  - Morency, C., Trépanier, M., Saunier, N., & Cheng, J. (2022). Développement et déploiement de l'outil OSC²AR pour le suivi et l'analyse des conditions de circulation sur le réseau routier. (Rapport technique).
- 2021
  - Moliner, M., Ciari, F., & Saunier, N. (2021). État de l'art sur les indicateurs de performance des mobilités innovantes. (Rapport technique).
  - Miah, M., Saunier, N., & Bilodeau, G.-A. (2021). MeNToS : Tracklets association with a space-time memory network. (Rapport technique).
  - Moliner, M., Ciari, F., & Saunier, N. (2021). Une Ontologie des Indicateurs de Performance des Mobilités Innovantes. (Rapport technique).
- 2020
  - Jain, A. G., & Saunier, N. (2020). Autocamera calibration for traffic surveillance cameras with wide angle lenses. (Rapport technique).
  - Ouimet, M. C., Cloutier, M.-S., Nazif-Muñoz, J. I., Lavallière, M., Saunier, N., Corado, L., & Brown, T. G. (2020). État de la recherche sur les propositions du projet de loi no 165 sur les jeunes conducteurs et passagers, la distraction, la conduite avec les capacités affaiblies, les piétons et les véhicules autonomes. (Rapport technique).
  - Beauchamp, E., & Saunier, N. (2020). Validation des technologies de comptages des véhicules à l'entrée d'un stationnement. (Rapport technique).
- 2019
  - Cloutier, M.-S., Lachapelle, U., & Saunier, N. (2019). Mesurer l'impact sur la sécurité routière d'une modification de limite de vitesse sur le réseau routier du Québec. (Rapport technique n° Projet R794.1).
  - Miranda-Moreno, L. F., Saunier, N., & Cloutier, M.-S. (2019). Projet pilote sur la sécurité des carrefours avec "arrêts toutes directions". (Rapport technique).
  - Perreault, H., Bilodeau, G.-A., Saunier, N., & Gravel, P. (2019). Road User Detection in Videos. (Rapport technique).
- 2018
  - Saunier, N., Nouri, P., Bélisle, F., & Morency, C. (2018). Evaluating the impacts of connected vehicles on GHG emissions : how to transfer the results from the literature. (Rapport technique n° CIRRELT-2018-11).
  - Saunier, N., Morency, C., Beaulieu, L.-D., Bruneau, J.-F., Milord, B., & Verreault, H. (2018). Mandat de Benchmarking - Mesures de mitigation de la Ville de Montréal. (Rapport technique).
  - Barsoum, J.-F., Boudreau, S., de Santis, M., Saunier, N., & Savard, A. (2018). Pour un écosystème de mobilité intelligente et intégrée. (Rapport technique).
  - Tousignant, M.-A., Côté, M., Kalache, K., Barnet, M., Saunier, N., & Bélisle, F. (2018). Services professionnels pour la Ville de Montréal face à la question des véhicules connectés et autonomes dans le cadre de la mise à jour du plan de transport 2008. (Rapport technique).
- 2017
  - Gomaa Mohamed, M., & Saunier, N. (2017). Applications of multi-level pattern learning to traffic scene interpertation and anomaly detection. (Rapport technique n° CIRRELT-2017-48).
  - Hatzopoulou, M., Miranda-Moreno, L., Morency, C., Saunier, N., Patterson, Z., Trépanier, M., Shekarrizfard, M., Stipancic, J., Alam, A., Badran, A., Faucher, J., Gaudette, P., Harding, C., & Zahabi, A. (2017). Circulation et qualité de l'air - parachèvement de l'Autoroute 25: Rapport Final: Rapport général, période : 2011- 2014. (Rapport technique).
  - Morency, C., Saunier, N., Nouri, P., & Bélisle, F. (2017). Évaluation des bénéfices environnementaux potentiels des véhicules connectés au Canada. (Rapport technique).
  - Chang, A., Saunier, N., & Laureshyn, A. (2017). Proactive methods for road safety analysis. (Rapport technique n° WP-0005).
- 2016
  - Miranda-Moreno, L. F., Morse, P., & Saunier, N. (2016). Rapport d'étape 1: Révision des normes relatives aux panneaux à messages variables en fonction du nouveau contexte d'utilisation et des nouvelles technologies utilisées. (Rapport technique).
  - Laureshyn, A., Jonsson, C., De Ceunynck, T., Svensson, Å., de Goede, M., Saunier, N., Włodarek, P., van der Horst, R., & Daniels, S. (2016). Review of current study methods for VRU safety: Appendix 6 - Scoping review: surrogate measures of safety in site-based road traffic observations. (Rapport technique n° 635895).
  - Morin, E., Bruneau, J.-F., Bertin-Bénié, G., Saunier, N., Boujilali, N., Abraham, É., Dufort, J., Trudel, P., Bellavance, F., Miranda-Moreno, L., & Saad, F. (2016). Stratégie d'expérimentation de systèmes d'adaptation intelligente de la vitesse et d'enregistreurs de données de vitesse. (Rapport technique n° R737).
- 2015
  - Miranda-Moreno, L., Saunier, N., Zangenehpour, S., & Nosal, T. (2015). Analysis of the impact of the Côte-Ste-Catherine bidirectional bicycle track on the safety of cyclists and pedestrians. (Rapport technique).
  - Hatzopoulou, M., Miranda-Moreno, L. F., Morency, C., Saunier, N., Patterson, Z., Trépanier, M., Alam, A., Faucher, J., Shekarrizfard, M., & Stipancic, J. (2015). Circulation et qualité de l'air - parachèvement de l'Autoroute 25: quatrième rapport: rapport de suivi 2013-2014 Troisième année d'opération: 24 mai 2013 au 23 mai 2014. (Rapport technique).
  - Hatzopoulou, M., Miranda-Moreno, L., Morency, C., Saunier, N., Patterson, Z., Trépanier, M., Alam, A., Faucher, J., Shekarrizfard, M., & Stipancic, J. (2015). Circulation et qualité de l'air, Parachèvement de l'Autoroute 25: Troisième rapport: rapport de suivi 2012-2013 Deuxième année d'opération: 24 mai 2012 au 23 mai 2013. (Rapport technique).
  - Saunier, N., Lacoffe, A., Bourdeau, J.-S., & Trépanier, M. (2015). Projet de recherche portant sur les interrelations des principaux facteurs influençant ou pouvant influencer la qualité du marquage (durabilité et rétroréflexion). (Rapport technique).
  - Saunier, N., Soto, F., Cloutier, M.-S., Dussault, G., Rondier, P., Séguin, R., Miranda-Moreno, L., Morency, P., & Bellavance, F. (2015). Projet pilote de diagnostic et plan d'action de sécurité routière en milieu municipal. (Rapport technique).
  - Saunier, N., St-Aubin, P., Burns, S., Perdomo, M. C., Bourdeau, J.-S., Miranda-Moreno, L. F., Patterson, Z., & Ismail, K. (2015). Sécurité des carrefours giratoires: Rapport final de recherche. (Rapport technique).
- 2014
  - Bélanger, J., Morency, C., Gourdeau, R., Saunier, N., & Trépanier, M. (2014). Avis professionnel sur les enjeux technologiques d'un système de tarification kilométrique sur le territoire de la Communauté Métropolitaine de Montréal. (Rapport technique).
  - Hatzopoulou, M., Miranda-Moreno, L., Morency, C., Saunier, N., Patterson, Z., Trépanier, M., Alam, A., Badran, A., Faucher, J., Gaudette, P., Harding, C., Martellozzo, F., & Shekarrizfard, M. (2014). Circulation et qualité de l'air, parachèvement de l'autoroute 25: Second rapport : rapport de suivi 2011-2012, Première année d'opération : 24 mai 2011 au 23 mai 2012. (Rapport technique).
  - Saunier, N., Lacoffe, A., Bourdeau, J.-S., & Trépanier, M. (2014). Projet de recherche portant sur les interrelations des principaux facteurs influençant ou pouvant influencer la qualité du marquage (durabilité et rétroréflexion) : rapport final. (Rapport technique).
- 2013
  - Hatzopoulou, M., Miranda-Moreno, L., Morency, C., Saunier, N., Patterson, Z., Trépanier, M., Alam, A., Badran, A., Faucher, J., Gaudette, P., Harding, C., Martellozzo, F., & Shekarrizfard, M. (2013). Circulation et qualité de l'air, Parachèvement de l'Autoroute 25: Premier rapport: état de référence. (Rapport technique).
  - Paquette, S., Saunier, N., Gagnon, C., Domon, G., Bergeron, J., Nortier, J., & Lacoste, S. (2013). Enjeux de paysage et sécurité routière en contexte de traversée d'agglomération. Rapport final. (Rapport technique).
  - Cano Perdomo, M., Rezaei, A., Patterson, Z., Saunier, N., & Miranda-Moreno, L. F. (2013). Pedestrian preferences with respect to roundabouts - A video-based stated preference survey. (Rapport technique n° CIRRELT-2013-82).
  - Saunier, N., Trépanier, M., & Orselli, C. (2013). Projet de recherche portant sur les interrelations des principaux facteurs influençant ou pouvant influencer la qualité du marquage (durabilité et rétroréflexion) : rapport d'étape. (Rapport technique).
  - Saunier, N., Soto, F., Cloutier, M.-S., Dussault, G., Rondier, P., Eluru, N., Miranda-Moreno, L., Morency, P., & Bellavance, F. (2013). Projet pilote de diagnostic et plan d'action de sécurité routière en milieu municipal: Rapport d'étape 1. (Rapport technique).
  - Hatzopoulou, M., Miranda-Moreno, L. F., Saunier, N., Morency, C., Trépanier, M., & Patterson, Z. (2013). Traffic and air quality impact in highway 25. (Rapport technique).
- 2012
  - Jodoin, J.-P., Bilodeau, G.-A., & Saunier, N. (2012). Background subtraction based on local shape. (Rapport technique).
  - Miranda-Moreno, L., Hatzopoulou, M., Morency, C., Patterson, Z., Saunier, N., & Trépanier, M. (2012). Circulation et qualité de l'air: parachèvement de l'autoroute 25. (Rapport technique n° MTQ-MDDEP).
  - Paquette, S., Saunier, N., Gagnon, C., Domon, G., Bergeron, J., Nortier, J., & Lacoste, S. (2012). Enjeux de paysage et sécurité routière en contexte de traversée d'agglomération (EPSR). (Rapport technique).
  - Miranda-Moreno, L., St-Aubin, P., & Saunier, N. (2012). Étude concernant l'utilisation d'une ligne continue de délimitation à gauche de la voie 1 (LGGV1) vis-à-vis des entrées et des sorties d'autoroutes. (Rapport technique).
  - Brosseau, M., Carrasquilla, A., & Saunier, N. (2012). Pavement marking retroreflectivity in cold regions : survey of practices. (Rapport technique n° CIRRELT-2012-67).
  - Saunier, N., Brosseau, M., & Carrasquilla, A. (2012). Revue de littérature et recensement auprès des administrations voisines sur l'existence d'une problématique de rétroréflexion et sur les moyens mis en place pour assurer une rétroréflexion d'une durée supérieure à une année. (Rapport technique).
- 2011
  - Paquette, S., Gagnon, C., Domon, G., Saunier, N., Nortier, J., & Bergeron, J. (2011). Enjeux de paysage et sécurité routière en contexte de traversée d'agglomération. Activité 1, Mise à jour des connaissances, des bonnes pratiques et des expériences exemplaires. (Rapport technique).
  - Morency, C., Trépanier, M., & Saunier, N. (2011). Évaluation des enjeux analytiques et des potentialités des données de temps de parcours pour mesurer la fiabilité du réseau routier montréalais. (Rapport technique).
  - Saunier, N., Mourji, N., & Agard, B. (2011). Using data mining techniques to understand collision processes. (Rapport technique n° CIRRELT-2011-32).
- 2010
  - Saunier, N., & Midenet, S. (2010). Automatic estimation of the exposure to lateral collision in signalized intersections using video sensors. (Rapport technique).
- 2009
  - Saunier, N., Ismail, K., & Sayed, T. (2009). Automated road safety analysis: Video-based road user classification. (Rapport technique).
  - Saunier, N., Ismail, K., & Sayed, T. (2009). Camera calibration for automated road safety analysis using video sensors. (Rapport technique).
  - Tarko, A., Davis, G. A., Saunier, N., Sayed, T., & Washington, S. (2009). Surrogate measures of safety. (Rapport technique).
- 2008
  - Saunier, N., Kang, W., Sayed, T., & Lim, C. (2008). Truck Signal Priority. (Rapport technique).
- 2006
  - Saunier, N., & Sayed, T. (2006). Automated road safety analysis using video sensors. (Rapport technique).
- 2001
  - Saunier, N. (2001). Interactions multimodales et mondes virtuels. (Rapport technique).
- 2000
  - Saunier, N. (2000). Automatic adaptation of learning parameters in reinforcement learning. (Rapport technique).
Thèses (1)
- 2005
  - Saunier, N. (2005). Incidence de la régulation d'un carrefour à feux sur le risque des usagers ; Apprentissage d'indicateurs par sélection de données dans un flux [Thèse de doctorat, ENST Paris].
Ensembles de données (1)
- 2025
  - Saunier, N., & Dahak, F.-Z. (2025). Dataset for the article "Assessing the Safety of Cyclist–Pedestrian Interactions in Seasonal Pedestrian Streets Using Computer Vision Techniques" [Ensemble de données].

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Saunier, Nicolas

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Saunier, Nicolas

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Nicolas Saunier (297)