Nicolas Saunier

62 papers A 1B 3Misc 1Journal 41Unranked 15

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Detection of Autonomous Shuttles in Urban Traffic Images Using Adaptive Residual Context. CoRR Mohamed Aziz Younes, Nicolas Saunier, Guillaume-Alexandre Bilodeau
2026	J	`jnl`	Measuring the State of Open Science in Transportation Using Large Language Models. CoRR Junyi Ji, Ruth Lu, Linda Belkessa, Liming Wang, Silvia Varotto, Yongqi Dong, Nicolas Saunier, Mostafa Ameli, Gregory S. Macfarlane, Bahman Madadi, Cathy Wu
2026	J	`jnl`	PMMA: The Polytechnique Montreal Mobility Aids Dataset. CoRR Qingwu Liu, Nicolas Saunier, Guillaume-Alexandre Bilodeau
2025	J	`jnl`	How good are deep learning methods for automated road safety analysis using video data? An experimental study. CoRR Qingwu Liu, Nicolas Saunier, Guillaume-Alexandre Bilodeau
2025	J	`jnl`	Learning data association for multi-object tracking using only coordinates. Pattern Recognit. Mehdi Miah, Guillaume-Alexandre Bilodeau, Nicolas Saunier
2025	J	`jnl`	Scalable Dynamic Mixture Model with Full Covariance for Probabilistic Traffic Forecasting. Transp. Sci. Seongjin Choi, Nicolas Saunier, Vincent Zhihao Zheng, Martin Trépanier, Lijun Sun
2024	J	`jnl`	Detection of Micromobility Vehicles in Urban Traffic Videos. CoRR Khalil Sabri, Célia Djilali, Guillaume-Alexandre Bilodeau, Nicolas Saunier, Wassim Bouachir
2024	J	`jnl`	Discovering Dynamic Patterns From Spatiotemporal Data With Time-Varying Low-Rank Autoregression. IEEE Trans. Knowl. Data Eng. Xinyu Chen, Chengyuan Zhang, Xiaoxu Chen, Nicolas Saunier, Lijun Sun
2024	J	`jnl`	Laplacian Convolutional Representation for Traffic Time Series Imputation. IEEE Trans. Knowl. Data Eng. Xinyu Chen, Zhanhong Cheng, HanQin Cai, Nicolas Saunier, Lijun Sun
2024	J	`jnl`	Learning Data Association for Multi-Object Tracking using Only Coordinates. CoRR Mehdi Miah, Guillaume-Alexandre Bilodeau, Nicolas Saunier
2024	J	`jnl`	STUDIO: A Python graphical tool for analyzing street user observations from video data. SoftwareX Abbas SheikhMohammadZadeh, Nicolas Saunier, E. O. D. Waygood
2023	—	`conf`	Multi-Object Tracking and Segmentation with a Space-Time Memory Network. CRV Mehdi Miah, Guillaume-Alexandre Bilodeau, Nicolas Saunier
2023	—	`conf`	Transformer-Based Human Action Recognition with Dynamic Feature Selection. CRV Soufiane Lamghari, Guillaume-Alexandre Bilodeau, Nicolas Saunier
2022	—	`conf`	ActAR: Actor-Driven Pose Embeddings for Video Action Recognition. CVPR Workshops Soufiane Lamghari, Guillaume-Alexandre Bilodeau, Nicolas Saunier
2022	J	`jnl`	ActAR: Actor-Driven Pose Embeddings for Video Action Recognition. CoRR Soufiane Lamghari, Guillaume-Alexandre Bilodeau, Nicolas Saunier
2022	—	`conf`	Attention and Human AI Collaboration - The Context of Automated Vehicles. HCI (49) Zoubeir Tkiouat, Élise Labonté-LeMoyne, Ryad Titah, Nicolas Saunier, Pierre-Majorique Léger, Sylvain Sénécal
2022	J	`jnl`	Discovering Dynamic Patterns from Spatiotemporal Data with Time-Varying Low-Rank Autoregression. CoRR Xinyu Chen, Chengyuan Zhang, Xiaoxu Chen, Nicolas Saunier, Lijun Sun
2022	J	`jnl`	Laplacian Convolutional Representation for Traffic Time Series Imputation. CoRR Xinyu Chen, Zhanhong Cheng, Nicolas Saunier, Lijun Sun
2022	J	`jnl`	Low-Rank Autoregressive Tensor Completion for Spatiotemporal Traffic Data Imputation. IEEE Trans. Intell. Transp. Syst. Xinyu Chen, Mengying Lei, Nicolas Saunier, Lijun Sun
2022	J	`jnl`	Nonstationary Temporal Matrix Factorization for Multivariate Time Series Forecasting. CoRR Xinyu Chen, Chengyuan Zhang, Xi-Le Zhao, Nicolas Saunier, Lijun Sun
2022	J	`jnl`	Spatiotemporal Residual Regularization with Dynamic Mixtures for Traffic Forecasting. CoRR Seongjin Choi, Nicolas Saunier, Martin Trépanier, Lijun Sun
2021	—	`conf`	CenterPoly: real-time instance segmentation using bounding polygons. ICCVW Hughes Perreault, Guillaume-Alexandre Bilodeau, Nicolas Saunier, Maguelonne Héritier
2021	J	`jnl`	CenterPoly: real-time instance segmentation using bounding polygons. CoRR Hughes Perreault, Guillaume-Alexandre Bilodeau, Nicolas Saunier, Maguelonne Héritier
2021	J	`jnl`	FFAVOD: Feature Fusion Architecture for Video Object Detection. CoRR Hughes Perreault, Guillaume-Alexandre Bilodeau, Nicolas Saunier, Maguelonne Héritier
2021	J	`jnl`	FFAVOD: Feature fusion architecture for video object detection. Pattern Recognit. Lett. Hughes Perreault, Guillaume-Alexandre Bilodeau, Nicolas Saunier, Maguelonne Héritier
2021	J	`jnl`	Low-Rank Autoregressive Tensor Completion for Spatiotemporal Traffic Data Imputation. CoRR Xinyu Chen, Mengying Lei, Nicolas Saunier, Lijun Sun
2021	J	`jnl`	MeNToS: Tracklets Association with a Space-Time Memory Network. CoRR Mehdi Miah, Guillaume-Alexandre Bilodeau, Nicolas Saunier
2021	J	`jnl`	Multi-Object Tracking and Segmentation with a Space-Time Memory Network. CoRR Mehdi Miah, Guillaume-Alexandre Bilodeau, Nicolas Saunier
2021	J	`jnl`	PolyTrack: Tracking with Bounding Polygons. CoRR Gaspar Faure, Hughes Perreault, Guillaume-Alexandre Bilodeau, Nicolas Saunier
2021	J	`jnl`	Soft Attention: Does it Actually Help to Learn Social Interactions in Pedestrian Trajectory Prediction? CoRR Laurent Boucaud, Daniel Aloise, Nicolas Saunier
2021	J	`jnl`	Trajectory Clustering Performance Evaluation: If we know the answer, it's not clustering. CoRR Mohsen Rezaie, Nicolas Saunier
2020	B	`conf`	A Grid-based Representation for Human Action Recognition. ICPR Soufiane Lamghari, Guillaume-Alexandre Bilodeau, Nicolas Saunier
2020	J	`jnl`	A Grid-based Representation for Human Action Recognition. CoRR Soufiane Lamghari, Guillaume-Alexandre Bilodeau, Nicolas Saunier
2020	B	`conf`	An Empirical Analysis of Visual Features for Multiple Object Tracking in Urban Scenes. ICPR Mehdi Miah, Justine Pepin, Nicolas Saunier, Guillaume-Alexandre Bilodeau
2020	J	`jnl`	An Empirical Analysis of Visual Features for Multiple Object Tracking in Urban Scenes. CoRR Mehdi Miah, Justine Pepin, Nicolas Saunier, Guillaume-Alexandre Bilodeau
2020	J	`jnl`	Autocamera Calibration for traffic surveillance cameras with wide angle lenses. CoRR Aman Gajendra Jain, Nicolas Saunier
2020	—	`conf`	RN-VID: A Feature Fusion Architecture for Video Object Detection. ICIAR (1) Hughes Perreault, Maguelonne Héritier, Pierre Gravel, Guillaume-Alexandre Bilodeau, Nicolas Saunier
2020	J	`jnl`	RN-VID: A Feature Fusion Architecture for Video Object Detection. CoRR Hughes Perreault, Maguelonne Héritier, Pierre Gravel, Guillaume-Alexandre Bilodeau, Nicolas Saunier
2020	—	`conf`	SpotNet: Self-Attention Multi-Task Network for Object Detection. CRV Hughes Perreault, Guillaume-Alexandre Bilodeau, Nicolas Saunier, Maguelonne Héritier
2020	J	`jnl`	SpotNet: Self-Attention Multi-Task Network for Object Detection. CoRR Hughes Perreault, Guillaume-Alexandre Bilodeau, Nicolas Saunier, Maguelonne Héritier
2020	—	`conf`	Supervised and Unsupervised Detections for Multiple Object Tracking in Traffic Scenes: A Comparative Study. ICIAR (1) Hui-Lee Ooi, Guillaume-Alexandre Bilodeau, Nicolas Saunier
2020	J	`jnl`	Supervised and Unsupervised Detections for Multiple Object Tracking in Traffic Scenes: A Comparative Study. CoRR Hui-Lee Ooi, Guillaume-Alexandre Bilodeau, Nicolas Saunier
2019	J	`jnl`	Road User Detection in Videos. CoRR Hughes Perreault, Guillaume-Alexandre Bilodeau, Nicolas Saunier, Pierre Gravel
2019	—	`conf`	Tracking in Urban Traffic Scenes from Background Subtraction and Object Detection. ICIAR (1) Hui-Lee Ooi, Guillaume-Alexandre Bilodeau, Nicolas Saunier
2019	J	`jnl`	Tracking in Urban Traffic Scenes from Background Subtraction and Object Detection. CoRR Hui-Lee Ooi, Guillaume-Alexandre Bilodeau, Nicolas Saunier
2018	—	`conf`	A Cyber-Physical Testbed for Measuring the Impacts of Cyber Attacks on Urban Road Networks. Critical Infrastructure Protection Marielba Urdaneta, Antoine Lemay, Nicolas Saunier, José M. Fernandez
2018	J	`jnl`	Improving Multiple Object Tracking with Optical Flow and Edge Preprocessing. CoRR David-Alexandre Beaupré, Guillaume-Alexandre Bilodeau, Nicolas Saunier
2018	Misc	`conf`	Multiple Object Tracking in Urban Traffic Scenes with a Multiclass Object Detector. ISVC Hui-Lee Ooi, Guillaume-Alexandre Bilodeau, Nicolas Saunier, David-Alexandre Beaupré
2018	J	`jnl`	Multiple Object Tracking in Urban Traffic Scenes with a Multiclass Object Detector. CoRR Hui-Lee Ooi, Guillaume-Alexandre Bilodeau, Nicolas Saunier, David-Alexandre Beaupré
2016	—	`conf`	The Counting App, or How to Count Vehicles in 500 Hours of Video. CVPR Workshops Adrien Lessard, François Bélisle, Guillaume-Alexandre Bilodeau, Nicolas Saunier
2016	J	`jnl`	Tracking All Road Users at Multimodal Urban Traffic Intersections. IEEE Trans. Intell. Transp. Syst. Jean-Philippe Jodoin, Guillaume-Alexandre Bilodeau, Nicolas Saunier
2014	A	`conf`	Urban Tracker: Multiple object tracking in urban mixed traffic. WACV Jean-Philippe Jodoin, Guillaume-Alexandre Bilodeau, Nicolas Saunier
2013	—	`conf`	Change Detection in Feature Space Using Local Binary Similarity Patterns. CRV Guillaume-Alexandre Bilodeau, Jean-Philippe Jodoin, Nicolas Saunier
2013	J	`jnl`	Creating ensemble classifiers through order and incremental data selection in a stream - Application to the online learning of road safety indicators. Pattern Anal. Appl. Nicolas Saunier, Sophie Midenet
2012	J	`jnl`	A large margin framework for single camera offline tracking with hybrid cues. Comput. Vis. Image Underst. Bahman Yari Saeed Khanloo, Ferdinand Stefanus, Mani Ranjbar, Ze-Nian Li, Nicolas Saunier, Tarek Sayed, Greg Mori
2012	J	`jnl`	Background subtraction based on Local Shape CoRR Jean-Philippe Jodoin, Guillaume-Alexandre Bilodeau, Nicolas Saunier
2010	J	`jnl`	Automatic Estimation of the Exposure to Lateral Collision in Signalized Intersections using Video Sensors CoRR Nicolas Saunier, Sophie Midenet
2010	—	`conf`	Max-Margin Offline Pedestrian Tracking with Multiple Cues. CRV Bahman Yari Saeed Khanloo, Ferdinand Stefanus, Mani Ranjbar, Ze-Nian Li, Nicolas Saunier, Tarek Sayed, Greg Mori
2007	—	`conf`	Probabilistic Collision Prediction for Vision-Based Automated Road Safety Analysis. ITSC Nicolas Saunier, Tarek Sayed, Clark Lim
2006	—	`conf`	A feature-based tracking algorithm for vehicles in intersections. CRV Nicolas Saunier, Tarek Sayed
2006	B	`conf`	Clustering Vehicle Trajectories with Hidden Markov Models Application to Automated Traffic Safety Analysis. IJCNN Nicolas Saunier, Tarek Sayed
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. (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