Search Results for author: Emre Özkan

Found 4 papers, 0 papers with code

Random Matrix Based Extended Target Tracking with Orientation: A New Model and Inference

no code implementations17 Oct 2020 Barkın Tuncer, Emre Özkan

In this study, we propose a novel extended target tracking algorithm which is capable of representing the extent of dynamic objects as an ellipsoid with a time-varying orientation angle.

Extended Target Tracking and Classification Using Neural Networks

no code implementations13 Feb 2020 Barkın Tuncer, Murat Kumru, Emre Özkan

Extended target/object tracking (ETT) problem involves tracking objects which potentially generate multiple measurements at a single sensor scan.

Classification General Classification +2

Three-Dimensional Extended Object Tracking and Shape Learning Using Gaussian Processes

no code implementations25 Sep 2019 Murat Kumru, Emre Özkan

We propose a Gaussian process-based model to jointly estimate object kinematics, including position, orientation and velocities, together with the shape of the object for online and offline applications.

Gaussian Processes Object +1

Gaussian Mixture Reduction Using Reverse Kullback-Leibler Divergence

no code implementations22 Aug 2015 Tohid Ardeshiri, Umut Orguner, Emre Özkan

The results indicate that the performance and computational complexity of the proposed approach make it an efficient alternative to existing mixture reduction methods.

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