output
20152025
most citedSpatio-Temporal Neural Networks for Space-Time Series Forecasting and Relations Discovery

64 citations

12 papers

cs.RO2025

Toward a Holistic Multi-Criteria Trajectory Evaluation Framework for Autonomous Driving in Mixed Traffic Environment

Nouhed Naidja, Stéphane Font, Marc Revilloud +1

This paper presents a unified framework for the evaluation and optimization of autonomous vehicle trajectories, integrating formal safety, comfort, and efficiency criteria. An inno…

cs.RO2025

A Late Collaborative Perception Framework for 3D Multi-Object and Multi-Source Association and Fusion

Maryem Fadili, Mohamed Anis Ghaoui, Louis Lecrosnier +2

In autonomous driving, recent research has increasingly focused on collaborative perception based on deep learning to overcome the limitations of individual perception systems. Alt…

cs.AI2024

A methodological framework for Resilience as a Service (RaaS) in multimodal urban transportation networks

Sara Jaber, Mostafa Ameli, S. M. Hassan Mahdavi +1

Public transportation systems are experiencing an increase in commuter traffic. This increase underscores the need for resilience strategies to manage unexpected service disruption…

cs.CV2021★ 1 cited

TrouSPI-Net: Spatio-temporal attention on parallel atrous convolutions and U-GRUs for skeletal pedestrian crossing prediction

Joseph Gesnouin, Steve Pechberti, Bogdan Stanciulescu +1

Understanding the behaviors and intentions of pedestrians is still one of the main challenges for vehicle autonomy, as accurate predictions of their intentions can guarantee their…

cs.CV2021★ 9 cited

Asymmetrical Bi-RNN for pedestrian trajectory encoding

Raphaël Rozenberg, Joseph Gesnouin, Fabien Moutarde

Pedestrian motion behavior involves a combination of individual goals and social interactions with other agents. In this article, we present an asymmetrical bidirectional recurrent…

cs.RO2019★ 10 cited

A Collaborative Framework for High-Definition Mapping

Alexis Stoven-Dubois, Kuntima Kiala Miguel, Aziz Dziri +2

For connected vehicles to have a substantial effect on road safety, it is required that accurate positions and trajectories can be shared. To this end, all vehicles must be accurat…

cs.CV2019★ 18 cited

Self-supervised learning for autonomous vehicles perception: A conciliation between analytical and learning methods

Florent Chiaroni, Mohamed-Cherif Rahal, Nicolas Hueber +1

Nowadays, supervised deep learning techniques yield the best state-of-the-art prediction performances for a wide variety of computer vision tasks. However, such supervised techniqu…

cs.CY2018

Estimation of Time Delay caused by Point Geometry in Public Transport

Muhammad Naeem, Mehdi Katranji, Guilhem Sanmarty +3

Travel time prediction is a well-renowned topic of research. It is primarily influenced by traffic congestion, road conditions and route geometry. Among them route geometry at any…

cs.RO2018★ 18 cited

Real Time Lidar and Radar High-Level Fusion for Obstacle Detection and Tracking with evaluation on a ground truth

Hatem Hajri, Mohamed-Cherif Rahal

- Both Lidars and Radars are sensors for obstacle detection. While Lidars are very accurate on obstacles positions and less accurate on their velocities, Radars are more precise on…

cs.LG2018★ 64 cited

Spatio-Temporal Neural Networks for Space-Time Series Forecasting and Relations Discovery

Ali Ziat, Edouard Delasalles, Ludovic Denoyer +1

We introduce a dynamical spatio-temporal model formalized as a recurrent neural network for forecasting time series of spatial processes, i.e. series of observations sharing tempor…

cond-mat.mes-hall2016★ 6 cited

Low energy Ne ion beam induced-modifications of magnetic properties in MnAs thin films

M Trassinelli, L Bernard Carlsson, S Cervera +12

Investigations of the complex behavior of the magnetization of manganese arsenide thin films due to defects induced by irradiation of slow heavy ions are presented. In addition to…

cond-mat.mtrl-sci2015★ 2 cited

Hints on the origin of the thermal hysteresis suppression in giant magnetocaloric thin films irradiatied with highly charged ions

S Cervera, M Trassinelli, M Marangolo +13

In a recent experiment we demonstrated the possibility to suppress the thermal hysteresis of the phase transition in giant magnetocaloric MnAs thin film by interaction with slow hi…