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2018 | OriginalPaper | Chapter

An Improved Algorithm for the Estimation of Multibody Motion

Authors : K. Raghavan, R. Prithiviraj

Published in: Intelligent Embedded Systems

Publisher: Springer Singapore

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Abstract

The problem of estimating ego motion and eoru motions through a vehicle mounted with a camera is related in this paper. Localization of multiple moving objects and estimating their motion are crucial for autonomous vehicles, but it is not that much successful in estimating the motion of the moving vehicles and objects. Ego motion can be calculated only by conventional localization and mapping techniques. The framework for estimation of multiple motions in addition to the camera ego motion is presented. The video is processed through MATLAB for pre-processing. The video is then segmented into frames, and then the framework is done to estimate the multibody motion through different algorithms. The algorithms like block matching algorithms, corner detection, and background subtraction algorithm are used to estimate the multibody motions of the moving objects. From this, we can detect and estimate the motion and speed of the object in the frame. Then, it is processed in hardware (raspberry pi3) using the same algorithms, so that we can effectively use it in any autonomous cars.

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Literature
1.
go back to reference Sabzevari R, Scaramuzza D (2014) Monocular simultaneous multi bodymotion segmentation and reconstruction from perspective views. In: Proceedings of IEEE international conference on robotics and automation (ICRA), 2014, pp 23–30 Sabzevari R, Scaramuzza D (2014) Monocular simultaneous multi bodymotion segmentation and reconstruction from perspective views. In: Proceedings of IEEE international conference on robotics and automation (ICRA), 2014, pp 23–30
2.
go back to reference Scaramuzza D, Fraundorfer F (2011) Visual odometry: Part I: the first 30 years and fundamentals. IEEE Robot Autom Mag 18(4):80–92CrossRef Scaramuzza D, Fraundorfer F (2011) Visual odometry: Part I: the first 30 years and fundamentals. IEEE Robot Autom Mag 18(4):80–92CrossRef
3.
go back to reference Vogel C, Roth S, Schindler K (2014) View-consistent 3D scene flow estimation over multiple frames. In: Proceedings of European conference on computer vision, 2014, pp 263–278 Vogel C, Roth S, Schindler K (2014) View-consistent 3D scene flow estimation over multiple frames. In: Proceedings of European conference on computer vision, 2014, pp 263–278
4.
go back to reference Zappella L, Del Bue A, Lladó X, Salvi J (2013) Joint estimation of segmentation and structure from motion. Comput Vis Image Underst 117(2):113–129CrossRef Zappella L, Del Bue A, Lladó X, Salvi J (2013) Joint estimation of segmentation and structure from motion. Comput Vis Image Underst 117(2):113–129CrossRef
5.
go back to reference Kundu A, Krishna KM, Jawahar C (2011) Realtime multibody visual SLAM with a smoothly moving monocular camera. In: Proceedings of IEEE international conference on computer vision, 2011, pp 2080–2087 Kundu A, Krishna KM, Jawahar C (2011) Realtime multibody visual SLAM with a smoothly moving monocular camera. In: Proceedings of IEEE international conference on computer vision, 2011, pp 2080–2087
6.
go back to reference Enzweiler M, Gavrila DM (2011) A multilevel mixture-of-experts framework for pedestrian classification. IEEE Trans Image Process 20(10):2967–2979MathSciNetCrossRefMATH Enzweiler M, Gavrila DM (2011) A multilevel mixture-of-experts framework for pedestrian classification. IEEE Trans Image Process 20(10):2967–2979MathSciNetCrossRefMATH
7.
8.
go back to reference Forster C, Lynen S, Kneip L, Scaramuzza D (2013) Collaborative monocular SLAM with multiple micro aerial vehicles. In: Proceedings of IEEE/RSJ international conference on intelligent robots and systems (IROS), 2013, pp 3962–3970 Forster C, Lynen S, Kneip L, Scaramuzza D (2013) Collaborative monocular SLAM with multiple micro aerial vehicles. In: Proceedings of IEEE/RSJ international conference on intelligent robots and systems (IROS), 2013, pp 3962–3970
Metadata
Title
An Improved Algorithm for the Estimation of Multibody Motion
Authors
K. Raghavan
R. Prithiviraj
Copyright Year
2018
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-8575-8_5