Trajectory Prediction Model Dataset Generalization
Title: Trajectory Prediction Model Dataset Generalization
DNr: Berzelius-2026-142
Project Type: LiU Berzelius
Principal Investigator: Erik Frisk <erik.frisk@liu.se>
Affiliation: Linköpings universitet
Duration: 2026-05-30 – 2026-12-01
Classification: 20208
Homepage: https://liu.se/medarbetare/erifr93
Keywords:

Abstract

This project focuses on machine learning methods for trajectory prediction in autonomous driving, with particular emphasis on how models and learned representations transfer across many real-world datasets. The aim is to improve understanding of cross-dataset generalization, transferability, and robustness in data-driven prediction systems through development, training, and evaluation across multiple datasets and experimental settings.