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Avikalp Srivastava

2 accepted papers

2024

Scaling Motion Forecasting Models with Ensemble Distillation

ICRA 2024poster

Motion forecasting has become an increasingly critical component of autonomous robotic systems. Onboard compute budgets typically limit the accuracy of real-time systems. In this work we propose methods of improving motion forecasting systems subject to limited compute budgets by combining model ens…

Cited by 4SourceScholar
2022

MultiPath++: Efficient Information Fusion and Trajectory Aggregation for Behavior Prediction

ICRA 2022poster

Predicting the future behavior of road users is one of the most challenging and important problems in autonomous driving. Applying deep learning to this problem requires fusing heterogeneous world state in the form of rich perception signals and map information, and inferring highly multi-modal dist…

Cited by 366SourceScholar