Incidence de la régulation d'un carrefour à feux sur le risque des usagers; Apprentissage d'indicateurs par sélection de données dans un flux. (Influence of traffic control in a signalized intersection on the risk of road users; Stream-based learning of safety indicators through data selection). - Nicolas Saunier (2005)

A feature-based tracking algorithm for vehicles in intersections. - Nicolas Saunier; Tarek Sayed (CRV, 2006)

Clustering Vehicle Trajectories with Hidden Markov Models Application to Automated Traffic Safety Analysis. - Nicolas Saunier; Tarek Sayed (IJCNN, 2006)

Probabilistic Collision Prediction for Vision-Based Automated Road Safety Analysis. - Nicolas Saunier; Tarek Sayed; Clark Lim (ITSC, 2007)

Max-Margin Offline Pedestrian Tracking with Multiple Cues. - Bahman Yari Saeed Khanloo; Ferdinand Stefanus; Mani Ranjbar; Ze-Nian Li; Nicolas Saunier; Tarek Sayed; Greg Mori (CRV, 2010)

Automatic Estimation of the Exposure to Lateral Collision in Signalized Intersections using Video Sensors - Nicolas Saunier; Sophie Midenet (CoRR, 2010)

Background subtraction based on Local Shape - Jean-Philippe Jodoin; Guillaume-Alexandre Bilodeau; Nicolas Saunier (CoRR, 2012)

A large margin framework for single camera offline tracking with hybrid cues. - Bahman Yari Saeed Khanloo; Ferdinand Stefanus; Mani Ranjbar; Ze-Nian Li; Nicolas Saunier; Tarek Sayed; Greg Mori (Comput. Vis. Image Underst., 2012)

Change Detection in Feature Space Using Local Binary Similarity Patterns. - Guillaume-Alexandre Bilodeau; Jean-Philippe Jodoin; Nicolas Saunier (CRV, 2013)

Creating ensemble classifiers through order and incremental data selection in a stream - Application to the online learning of road safety indicators. - Nicolas Saunier; Sophie Midenet (Pattern Anal. Appl., 2013)

Urban Tracker: Multiple object tracking in urban mixed traffic. - Jean-Philippe Jodoin; Guillaume-Alexandre Bilodeau; Nicolas Saunier (WACV, 2014)

The Counting App, or How to Count Vehicles in 500 Hours of Video. - Adrien Lessard; François Bélisle; Guillaume-Alexandre Bilodeau; Nicolas Saunier (CVPR Workshops, 2016)

Tracking All Road Users at Multimodal Urban Traffic Intersections. - Jean-Philippe Jodoin; Guillaume-Alexandre Bilodeau; Nicolas Saunier (IEEE Trans. Intell. Transp. Syst., 2016)

A Cyber-Physical Testbed for Measuring the Impacts of Cyber Attacks on Urban Road Networks. - Marielba Urdaneta; Antoine Lemay; Nicolas Saunier; José M. Fernandez 001 (Critical Infrastructure Protection, 2018)

Multiple Object Tracking in Urban Traffic Scenes with a Multiclass Object Detector. - Hui-Lee Ooi; Guillaume-Alexandre Bilodeau; Nicolas Saunier; David-Alexandre Beaupré (ISVC, 2018)

Improving Multiple Object Tracking with Optical Flow and Edge Preprocessing. - David-Alexandre Beaupré; Guillaume-Alexandre Bilodeau; Nicolas Saunier (CoRR, 2018)

Tracking in Urban Traffic Scenes from Background Subtraction and Object Detection. - Hui-Lee Ooi; Guillaume-Alexandre Bilodeau; Nicolas Saunier (ICIAR (1), 2019)

Road User Detection in Videos. - Hughes Perreault; Guillaume-Alexandre Bilodeau; Nicolas Saunier; Pierre Gravel (CoRR, 2019)

SpotNet: Self-Attention Multi-Task Network for Object Detection. - Hughes Perreault; Guillaume-Alexandre Bilodeau; Nicolas Saunier; Maguelonne Héritier (CRV, 2020)

Supervised and Unsupervised Detections for Multiple Object Tracking in Traffic Scenes: A Comparative Study. - Hui-Lee Ooi; Guillaume-Alexandre Bilodeau; Nicolas Saunier (ICIAR (1), 2020)

RN-VID: A Feature Fusion Architecture for Video Object Detection. - Hughes Perreault; Maguelonne Héritier; Pierre Gravel; Guillaume-Alexandre Bilodeau; Nicolas Saunier (ICIAR (1), 2020)

A Grid-based Representation for Human Action Recognition. - Soufiane Lamghari; Guillaume-Alexandre Bilodeau; Nicolas Saunier (ICPR, 2020)

An Empirical Analysis of Visual Features for Multiple Object Tracking in Urban Scenes. - Mehdi Miah; Justine Pepin; Nicolas Saunier; Guillaume-Alexandre Bilodeau (ICPR, 2020)

Autocamera Calibration for traffic surveillance cameras with wide angle lenses. - Aman Gajendra Jain; Nicolas Saunier (CoRR, 2020)

CenterPoly: real-time instance segmentation using bounding polygons. - Hughes Perreault; Guillaume-Alexandre Bilodeau; Nicolas Saunier; Maguelonne Héritier (ICCVW, 2021)

Soft Attention: Does it Actually Help to Learn Social Interactions in Pedestrian Trajectory Prediction? - Laurent Boucaud; Daniel Aloise; Nicolas Saunier (CoRR, 2021)

MeNToS: Tracklets Association with a Space-Time Memory Network. - Mehdi Miah; Guillaume-Alexandre Bilodeau; Nicolas Saunier (CoRR, 2021)

PolyTrack: Tracking with Bounding Polygons. - Gaspar Faure; Hughes Perreault; Guillaume-Alexandre Bilodeau; Nicolas Saunier (CoRR, 2021)

Trajectory Clustering Performance Evaluation: If we know the answer, it's not clustering. - Mohsen Rezaie; Nicolas Saunier (CoRR, 2021)

FFAVOD: Feature fusion architecture for video object detection. - Hughes Perreault; Guillaume-Alexandre Bilodeau; Nicolas Saunier; Maguelonne Héritier (Pattern Recognit. Lett., 2021)

ActAR: Actor-Driven Pose Embeddings for Video Action Recognition. - Soufiane Lamghari; Guillaume-Alexandre Bilodeau; Nicolas Saunier (CVPR Workshops, 2022)

Attention and Human AI Collaboration - The Context of Automated Vehicles. - Zoubeir Tkiouat; Élise Labonté-LeMoyne; Ryad Titah; Nicolas Saunier; Pierre-Majorique Léger; Sylvain Sénécal (HCI (49), 2022)

Nonstationary Temporal Matrix Factorization for Multivariate Time Series Forecasting. - Xinyu Chen 002; Chengyuan Zhang 002; Xi-Le Zhao; Nicolas Saunier; Lijun Sun 001 (CoRR, 2022)

Laplacian Convolutional Representation for Traffic Time Series Imputation. - Xinyu Chen 002; Zhanhong Cheng; Nicolas Saunier; Lijun Sun 001 (CoRR, 2022)

Spatiotemporal Residual Regularization with Dynamic Mixtures for Traffic Forecasting. - Seongjin Choi; Nicolas Saunier; Martin Trépanier; Lijun Sun 001 (CoRR, 2022)

Low-Rank Autoregressive Tensor Completion for Spatiotemporal Traffic Data Imputation. - Xinyu Chen 002; Mengying Lei; Nicolas Saunier; Lijun Sun 001 (IEEE Trans. Intell. Transp. Syst., 2022)

Transformer-Based Human Action Recognition with Dynamic Feature Selection. - Soufiane Lamghari; Guillaume-Alexandre Bilodeau; Nicolas Saunier (CRV, 2023)

Multi-Object Tracking and Segmentation with a Space-Time Memory Network. - Mehdi Miah; Guillaume-Alexandre Bilodeau; Nicolas Saunier (CRV, 2023)

Detection of Micromobility Vehicles in Urban Traffic Videos. - Khalil Sabri; Célia Djilali; Guillaume-Alexandre Bilodeau; Nicolas Saunier; Wassim Bouachir (CoRR, 2024)

STUDIO: A Python graphical tool for analyzing street user observations from video data. - Abbas SheikhMohammadZadeh; Nicolas Saunier; E. O. D. Waygood (SoftwareX, 2024)

Discovering Dynamic Patterns From Spatiotemporal Data With Time-Varying Low-Rank Autoregression. - Xinyu Chen 002; Chengyuan Zhang 002; Xiaoxu Chen; Nicolas Saunier; Lijun Sun 001 (IEEE Trans. Knowl. Data Eng., 2024)

Laplacian Convolutional Representation for Traffic Time Series Imputation. - Xinyu Chen 002; Zhanhong Cheng; HanQin Cai; Nicolas Saunier; Lijun Sun 001 (IEEE Trans. Knowl. Data Eng., 2024)

Learning data association for multi-object tracking using only coordinates. - Mehdi Miah; Guillaume-Alexandre Bilodeau; Nicolas Saunier (Pattern Recognit., 2025)

Scalable Dynamic Mixture Model with Full Covariance for Probabilistic Traffic Forecasting. - Seongjin Choi; Nicolas Saunier; Vincent Zhihao Zheng; Martin Trépanier; Lijun Sun 001 (Transp. Sci., 2025)

How good are deep learning methods for automated road safety analysis using video data? An experimental study. - Qingwu Liu; Nicolas Saunier; Guillaume-Alexandre Bilodeau (CoRR, 2025)