Thesis Student (m/f/d) - AI for Automotive Trajectory Prediction

Job description

Company Description DENSO, the world's second largest mobility supplier, is leading in developing and providing components and systems for automotive components such as heating, air conditioning, motor cooling, exhaust gas aftertreatment, automotive electrics and electronics and instrumentation. Job Description: Trajectory prediction models aim to forecast how agents such as pedestrians or vehicles will move in the future. Many models have been proposed, but they are often evaluated under different settings. This makes it difficult to understand which approaches work best and why. This master’s thesis focuses on systematically benchmarking and enhancing major trajectory prediction models in a consistent and structured way, following their development over time. The goal is to build a clear understanding of how different modeling choices affect performance, robustness, and generalization. Based on this analysis, the project will explore simple and effective improvements or a unified modeling approach that combines the strengths of existing methods. Key Research Areas and Tasks: - Benchmarking major trajectory prediction models under a unified and reproducible setup - Analysis of fai...