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Home » Archives for Rakesh Kumar » Page 6
Rakesh Kumar

Rakesh Kumar

Vice President, Information and Computing Sciences Director, Center for Vision Technologies
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Publications

Information & computer science publications June 1, 2008

Real-Time Global Localization with a Pre-Built Visual Landmark Database

Supun Samarasekera, Rakesh Kumar

In this paper, we study how to build a vision-based system for global localization with accuracies within 10 cm. for robots and humans operating both indoors and outdoors over wide areas covering many square kilometers.

Information & computer science publications June 1, 2008

Matching Vehicles Under Large Pose Transformations Using Approximate 3D Models and Piecewise MRF Model

Supun Samarasekera, Rakesh Kumar

We propose a robust object recognition method based on approximate 3D models that can effectively match objects under large viewpoint changes and partial occlusion.

Information & computer science publications June 1, 2007

Visual Odometry System Using Multiple Stereo Cameras and Inertial Measurement Unit

Rakesh Kumar, Supun Samarasekera

In this paper, we present a robust method that addresses these challenges using a human wearable system with two pairs of backward and forward looking stereo cameras together with an inertial measurement unit (IMU).

Information & computer science publications April 1, 2007

On-The-Move Independently Moving Target Detection

Supun Samarasekera, Rakesh Kumar

This paper describes a system for automatically detecting potential targets (that pop-up or move into view) and to cue the operator to potential threats. We present a 3D approach for detecting and tracking such independently moving targets with multiple monocular cameras.

Information & computer science publications April 1, 2007

Precise Visual Navigation Using Multi-Stereo Vision and Landmark Matching

Supun Samarasekera, Rakesh Kumar

In this paper, we propose a set of techniques which greatly reduce the long term drift and also improve its robustness to many failure conditions.

Information & computer science publications June 1, 2005

Vehicle Fingerprinting for Reacquisition and Tracking in Videos

Rakesh Kumar

We address the problem of vehicle matching when multiple observations of a vehicle are separated in time such that frames of observations are not contiguous, thus prohibiting the use of standard frame-to-frame data association.

Information & computer science publications June 1, 2005

Unsupervised Learning of Discriminative Edge Measures for Vehicle Matching Between Non-Overlapping Cameras

Rakesh Kumar

This paper proposes a method for matching road vehicles between two non-overlapping cameras. The matching problem is formulated as a same-different classification problem: probability of two observations from two distinct cameras being from the same vehicle or from different vehicles.

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