Publications

2026

Computer-assisted development of age- and sex-specific cephalometric templates for evaluating facial profiles: A cross-sectional study

S. Esmaeili; S. Khosravani; Y. Haghighi; S. Shahbazi; S. R. Motamedian 

APOS Trends in Orthodontics. 2026.  p. 1 – 11. DOI : 10.25259/apos_104_2025.

RAP: 3D Rasterization Augmented End-to-End Planning

L. Feng; Y. Gao; É. Zablocki; Q. Li; W. Li et al. 

2026. 14th International Conference on Learning Representations (ICLR 2026), Rio de Janeiro, Brazil, 2026-04-23 – 2026-04-27.

Stable Video Infinity: Infinite-Length Video Generation with Error Recycling

W. Li; W. Pan; P-C. Luan; Y. Gao; A. Alahi 

2026. 14th International Conference on Learning Representations (ICLR 2026), Rio de Janeiro, Brazil, 2026-04-23 – 2026-04-27.

2025

Scale-aware co-visible region detection for image matching

X. Pan; Z. Xia; X. Zheng 

ISPRS Journal of Photogrammetry and Remote Sensing. 2025. Vol. 229, p. 122 – 137. DOI : 10.1016/j.isprsjprs.2025.08.015.

Certified Human Trajectory Prediction

M. Bahari; S. Saadatnejad; A. Farsangi; S-M. Moosavi-Dezfooli; A. Alahi 

2025. IEEE/CVF Conference on Computer Vision and Pattern Recognition, Nashville, 2025-06-11 – 2025-06-15. DOI : 10.1109/cvpr52734.2025.01148.

Principles and Guidelines for Evaluating Social RobotNavigation Algorithms

A. Francis; C. Perez-D’Arpino; C. Li; F. Xia; A. Alahi et al. 

ACM TRANSACTIONS ON HUMAN-ROBOT INTERACTION. 2025. Vol. 14, num. 2. DOI : 10.1145/3700599.

ThermoNeRF: A multimodal Neural Radiance Field for joint RGB-thermal novel view synthesis of building facades

M. Hassan; F. Forest; O. Fink; M. Mielle 

Advanced Engineering Informatics. 2025. Vol. 65, p. 103345. DOI : 10.1016/j.aei.2025.103345.

Towards Self-Supervised Covariance Estimation in Deep Heteroscedastic Regression

M. Shukla; A. Shameem; M. Salzmann; A. Alahi 

2025. 13th International Conference on Learning Representations (ICLR 2025), Singapore, 2025-04-24 – 2025-04-28.

Multi-Source Urban Traffic Flow Forecasting with Drone and Loop Detector Data

W. Xiong; R. Fonod; A. Alahi; N. Geroliminis 

2025. 104th Annual Meeting of the Transportation Research Board, Washington DC, US, 2025-01-05 – 2025-01-09. DOI : 10.1109/tits.2025.3605014.

Adapting Fine-Grained Cross-View Localization to Areas Without Fine Ground Truth

Z. Xia; Y. Shi; H. Li; J. F. Kooij 

2025. 18th European Conference on Computer Vision, Milan, Italy, 2024-09-29 – 2024-10-04. p. 397 – 415. DOI : 10.1007/978-3-031-72751-1_23.

Social-WITRAN: Multi-Modal Trajectory Prediction With Social-Aware Information Transmission

C. Wang; D. Liu; S. Baldi; J. Hu; L. Feng et al. 

IEEE Transactions on Intelligent Transportation Systems. 2025.  p. 1 – 16. DOI : 10.1109/tits.2025.3640659.

Automated Detection of Isolated REM Sleep Behavior Disorder Using Computer Vision

M. Abdelfattah; L. Zhou; O. Sum-Ping; A. Hekmat; J. Galati et al. 

Annals of Neurology. 2025. DOI : 10.1002/ana.27170.

2024

Eye-Rubbing Detection Using a Smartwatch: A Feasibility Study Demonstrated High Accuracy With Machine Learning

S. Elahi; T. Mery; C. Panthier; A. Saad; D. Gatinel et al. 

Translational vision science & technology. 2024. Vol. 13, num. 9. DOI : 10.1167/tvst.13.9.1.

Towards more Practical Threat Models in Artificial Intelligence Security

K. Grosse; L. Bieringer; T. R. Besold; A. Alahi 

2024. 33rd USENIX Conference on Security Symposium, Philadelphia, PA, USA, 2024-08-14 – 2024-08-14. p. 4891 – 4908. DOI : 10.5555/3698900.3699174.

JRDB-Traj: A Dataset and Benchmark for Trajectory Forecasting in Crowds

S. Saadatnejad; Y. Gao; H. Rezatofighi; A. Alahi 

2024. 24th Swiss Transport Research Conference (STRC), Monte Verità, Ascona, Switzerland, 2024-05-15 – 2024-05-17.

Towards Motion Forecasting with Real-World Perception Inputs: Are End-to-End Approaches Competitive?

Y. Xu; L. Chambon; E. zablocki; M. Chen; A. Alahi et al. 

2024. International Conference on Robotics and Automation (ICRA), yokohama, japan, May 13- May 17, 2024.

When Your AI Becomes a Target: AI Security Incidents and Best Practices

K. Grosse; L. Bieringer; T. R. Besold; B. Biggio; A. Alahi 

2024. Proceedings of the 38th AAAI Conference on Artificial Intelligence, Vancouver, Canada, February 20-27, 2024. p. 23041 – 23046. DOI : 10.1609/aaai.v38i21.30347.

Voices from the Frontline: Revealing the AI Practitioners’ viewpoint on the European AI Act

F. Koh; K. Grosse; G. Apruzzese 

2024. HICCS.

A journey toward generalizable trajectory forecasting models

M. Bahari / A. Alahi (Dir.)  

Lausanne, EPFL, 2024. 

2023

Rethinking data augmentation for adversarial robustness

H. Eghbal-zadeh; W. Zellinger; M. Pintor; K. Grosse; K. Koutini et al. 

Information Sciences. 2023. Vol. 654, num. 119838, p. 1 – 17. DOI : 10.1016/j.ins.2023.119838.

Smarter eco-cities and their leading-edge artificial intelligence of things solutions for environmental sustainability: A comprehensive systematic review

S. E. Bibri; J. Krogstie; A. Kaboli; A. Alahi 

Environmental Science And Ecotechnology. 2023. Vol. 19, p. 100330. DOI : 10.1016/j.ese.2023.100330.

Adversarial vulnerability bounds for Gaussian process classification

M. T. Smith; K. Grosse; M. Backes; M. A. Alvarez 

Machine Learning. 2023. Vol. 112, p. 971 – 1009. DOI : 10.1007/s10994-022-06224-6.

Urban Digital Twin Challenges: A Systematic Review and Perspectives for Sustainable Smart Cities

C. Weil; S. E. Bibri; R. Longchamp; F. Golay; A. Alahi 

Sustainable Cities and Society. 2023. Vol. 99, p. 104862. DOI : 10.1016/j.scs.2023.104862.

Real-Time Localization for Closed-Loop Control of Assistive Furniture

L. Tang; C. Ning; G. Adaimi; A. Ijspeert; A. Alahi et al. 

Ieee Robotics And Automation Letters. 2023. Vol. 8, num. 8, p. 4799 – 4806. DOI : 10.1109/LRA.2023.3287365.

Multi-task Learning for Joint Re-identification, Team Affiliation, and Role Classification for Sports Visual Tracking

A. M. Mansourian; V. Somers; C. De Vleeschouwer; S. Kasaei 

2023. 6th ACM International Workshop on Multimedia Content Analysis in Sports (MMSports), Ottawa, CANADA, OCT 29, 2023. p. 103 – 112. DOI : 10.1145/3606038.3616172.

DeepSportradar-v2: a Multi-Sport Computer Vision Dataset for Sport Understandings

M. Istasse; V. Somers; P. Elancheliyan; J. De; D. Zambrano 

2023. 6th ACM International Workshop on Multimedia Content Analysis in Sports (MMSports), Ottawa, CANADA, OCT 29, 2023. p. 23 – 29. DOI : 10.1145/3606038.3616160.

2022

Emerging Trends and Knowledge Structures of Urbanization and Environmental Sustainability: A Regional Perspective

A. Almulhim; S. E. Bibri; A. Sharifi; S. Ahmad; K. M. Almatar 

Sustainability. 2022. Vol. 14, num. 20, p. 13195. DOI : 10.3390/su142013195.

Are the trajectory prediction models generalizable?

M. Bahari; Y. Yasui; M. Komuro; T. Hasegawa; A. Alahi 

2022. The IFAC Symposium on Robust Control Design (ROCOND), kyoto, japan, August 30-September 2, 2022.

Reshaping Perception for Autonomous Driving with Semantic Keypoints

L. Bertoni / A. M. Alahi (Dir.)  

Lausanne, EPFL, 2022. 

Visual Scene Understanding for Transportation: From Detecting Objects To Relationships

G. Adaimi / A. M. Alahi (Dir.)  

Lausanne, EPFL, 2022. 

Deep Learning Methods for Socially-Aware Human Trajectory Forecasting

P. A. Kothari / A. M. Alahi (Dir.)  

Lausanne, EPFL, 2022. 

Simple Yet Effective Action Recognition for Autonomous Driving

W. Xiong; L. Bertoni; T. Mordan; A. Alahi 

2022. 11th Triennial Symposium on Transportation Analysis Conference (TRISTAN XI), Mauritius Island, June 19-25, 2022.

Detecting 32 Pedestrian Attributes for Autonomous Vehicles

T. Mordan; M. Cord; P. Pérez; A. Alahi 

IEEE Transactions on Intelligent Transportation Systems:7cbfb63e-09a2-4b42-9ad5-44c3eda9338d. 2022. Vol. 23, num. 8, p. 11823 – 11835. DOI : 10.1109/TITS.2021.3107587.

2021

Do Pedestrians Pay Attention? Eye Contact Detection in the Wild

Y. Belkada; L. Bertoni; R. Caristan; T. Mordan; A. Alahi 

2021

DriverGym: Democratising Reinforcement Learning for Autonomous Driving

P. Kothari; C. Perone; L. Bergamini; A. Alahi; P. Ondruska 

2021. NeurIPS 2021 Workshop on Machine Learning for Autonomous Driving, Online, December 6-14, 2021.

Social NCE: Contrastive Learning of Socially-aware Motion Representations

Y. Liu; Y. Qi; A. Alahi 

2021. IEEE International Conference on Computer Vision (ICCV), Virtual, October 10-17, 2021. p. 15098 – 15109. DOI : 10.1109/ICCV48922.2021.01484.

Keypoint Communities

D. Zauss; S. Kreiss; A. Alahi 

2021. IEEE International Conference on Computer Vision (ICCV 2021), [Virtual], October 10-17, 2021. p. 11037 – 11046. DOI : 10.1109/ICCV48922.2021.01087.

Guest Editorial: Introduction to the Special Issue on Long-Term Human Motion Prediction

L. Palmieri; R. Andrey; J. Mainprice; M. Hanheide; A. Alahi et al. 

Ieee Robotics And Automation Letters. 2021. Vol. 6, num. 3, p. 5613 – 5617. DOI : 10.1109/LRA.2021.3077964.

Injecting Knowledge in Data-driven Vehicle Trajectory Predictors

M. Bahari; I. Nejjar; A. Alahi 

Transportation Research Part C: Emerging Technologies. 2021. Vol. 128, p. 103010. DOI : 10.1016/j.trc.2021.103010.

Deep visual Re-identification with confidence

G. Adaimi; S. Kreiss; A. Alahi 

Transportation Research Part C: Emerging Technologies. 2021. Vol. 126, p. 103067. DOI : 10.1016/j.trc.2021.103067.

2020

Perceiving Traffic from Aerial Images

G. Adaimi; S. Kreiss; A. Alahi 

2020. 

Uncertainty-aware Model Inversion Networks

R. Gratier de Saint-Louis 

2020.

Joint Human Pose Estimation and Stereo 3D Localization

W. Deng; L. Bertoni; S. Kreiss; A. Alahi 

2020. International Conference on Robotics and Automation (ICRA), Paris, France. Virtual conference., May 31th, June 4th 2020. p. 2324 – 2330. DOI : 10.1109/ICRA40945.2020.9197069.

2019

Deep Visual Re-Identification with Confidence

G. Adaimi; S. Kreiss; A. Alahi 

2019. arXiv.

2018

Linear Artificial Forces for Human Dynamics in Complex Contexts

P. Coscia; L. Ballan; F. Palmieri; A. Alahi; S. Savarese 

2018. WIRN, Vietri, 13-15 june 2018.

2017

Vision-Based Prediction of ICU Mobility Care Activities using Recurrent Neural Networks

G. Bianconi; R. Mehra; S. Yeung; F. Salipur; J. Jopling et al. 

NIPS workshop on Machine Learning for Health, 2017-12-08.

Social Scene Understanding: End-to-End Multi-Person Action Localization and Collective Activity Recognition

T. Bagautdinov; A. Alahi; F. Fleuret; P. Fua; S. Savarese 

2017. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Hawaii, USA, July 21-26, 2017. p. 3425 – 3434. DOI : 10.1109/Cvpr.2017.365.

Learning to Predict Human Behavior in Crowded Scenes

A. Alahi; V. Ramanathan; K. Goel; A. Robicquet; A. Sadeghian et al. 

Group and Crowd Behavior for Computer Vision; Elsevier, 2017. p. 183 – 207.

Towards Vision-Based Smart Hospitals: A System for Tracking and Monitoring Hand Hygiene Compliance

A. Haque; M. Guo; A. Alahi; S. Yeung; Z. Luo et al. 

2017. Machine Learning for Healthcare (MLHC), Northeastern University, Massachusetts, August 18- 19, 2017.

Characterizing and Improving Stability in Neural Style Transfer

A. Gupta; J. Johnson; A. Alahi; L. Fei-Fei 

2017. International Conference on Computer Vision (ICCV), Venice, Italy, October 22-29, 2017. p. 4087 – 4096. DOI : 10.1109/ICCV.2017.438.

Tracking millions of humans

A. Alahi; V. Ramanathan; L. Fei-Fei 

Group and Crowd Behavior for Computer Vision; Elsevier, 2017. p. 115 – 135.

2016

Point-based Path Prediction from Polar Histograms

P. Coscia; F. Castaldo; F. A. N. Palmieri; L. Ballan; A. Alahi et al. 

2016.  p. 1961 – 1967.

Perceptual Losses for Real-Time Style Transfer and Super-Resolution

J. Johson; A. Alahi; L. Fei-Fei 

2016. European Conference on Computer Vision (ECCV). p. 694 – 711. DOI : 10.1007/978-3-319-46475-6_43.

2014

Robust Real-time Pedestrians Detection in Urban Environments with a Network of Low Resolution Cameras

A. Alahi; M. Bierlaire; P. Vandergheynst 

Transportation Research Part C: Emerging Technologies. 2014. Vol. 39, p. 113 – 128. DOI : 10.1016/j.trc.2013.11.019.

2012

Foreground Silhouette Extraction robust to Sudden Changes of background Appearance

A. Alahi; L. Bagnato; D. Matti; P. Vandergheynst 

2012. IEEE International conference on Image Processing, Orlando, Florida, USA, September 30 – October 3, 2012. DOI : 10.1109/ICIP.2012.6467088.

2010

Method and system for automatic objects localization

A. Alahi; M. Golbabaee; P. Vandergheynst 

US2014254875; US8749630; EP2386981; US2011279685; EP2386981.

2010.

2009

Sport Players Detection and Tracking With a Mixed Network of Planar and Omnidirectional Cameras

A. Alahi; Y. Boursier; L. Jacques; P. Vandergheynst 

2009. Third ACM/IEEE International Conference on Distributed Smart Cameras, Como, 30 August – 2 September, 2009. DOI : 10.1109/ICDSC.2009.5289406.

2008

Object Detection and Matching in a Mixed Network of Fixed and Mobile Cameras

A. Alahi; P. Vandergheynst; M. Bierlaire; M. Kunt 

2008. ACM International Conference on Multimedia, Vancouver, Canada, October 31, 2008. DOI : 10.1145/1463542.1463545.