Search Results for author: Naveen Shankar Nagaraja

Found 7 papers, 2 papers with code

Latent Field Discovery In Interacting Dynamical Systems With Neural Fields

1 code implementation NeurIPS 2023 Miltiadis Kofinas, Erik J. Bekkers, Naveen Shankar Nagaraja, Efstratios Gavves

Systems of interacting objects often evolve under the influence of field effects that govern their dynamics, yet previous works have abstracted away from such effects, and assume that systems evolve in a vacuum.

Roto-translated Local Coordinate Frames For Interacting Dynamical Systems

1 code implementation NeurIPS 2021 Miltiadis Kofinas, Naveen Shankar Nagaraja, Efstratios Gavves

Modelling interactions is critical in learning complex dynamical systems, namely systems of interacting objects with highly non-linear and time-dependent behaviour.

Trajectory Forecasting

SafeCritic: Collision-Aware Trajectory Prediction

no code implementations15 Oct 2019 Tessa van der Heiden, Naveen Shankar Nagaraja, Christian Weiss, Efstratios Gavves

The Critic network is environmentally aware to prune trajectories that are in collision or are in violation with the environment.

Trajectory Prediction

Attention-based Lane Change Prediction

no code implementations4 Mar 2019 Oliver Scheel, Naveen Shankar Nagaraja, Loren Schwarz, Nassir Navab, Federico Tombari

Lane change prediction of surrounding vehicles is a key building block of path planning.

Video Segmentation With Just a Few Strokes

no code implementations ICCV 2015 Naveen Shankar Nagaraja, Frank R. Schmidt, Thomas Brox

As the use of videos is becoming more popular in computer vision, the need for annotated video datasets increases.

Motion Segmentation Segmentation +2

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