2D instantaneous frequency-based method for motion estimation using total variation

Victor Murray; Paul Rodriguez; Marios S. Pattichis

doi:10.1109/GlobalSIP.2014.7032273

2D instantaneous frequency-based method for motion estimation using total variation

Victor Murray, Paul Rodriguez, Marios S. Pattichis

Sección de Electricidad y Electrónica

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2 Scopus citations

Abstract

We present a first approach to a new method to compute the motion estimation in digital videos using the two-dimensional instantaneous frequency information computed using amplitude-modulation frequency-modulation (AM-FM) methods. The optical flow vectors are computed using an iteratively reweighted norm for total variation (IRN-TV) algorithm. We compare the proposed method using synthetic videos versus a previous three-dimensional AM-FM based method and available motion estimation methods such as a phase-based, Horn-Schunck and the Lucas-Kanade methods. The results are promising producing a full density estimation with more accurate results than the other methods.

Original language	English
Title of host publication	2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	1009-1013
Number of pages	5
ISBN (Electronic)	9781479970889
DOIs	https://doi.org/10.1109/GlobalSIP.2014.7032273
State	Published - 5 Feb 2014
Event	2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014 - Atlanta, United States Duration: 3 Dec 2014 → 5 Dec 2014

Publication series

Name	2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014

Conference

Conference	2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014
Country/Territory	United States
City	Atlanta
Period	3/12/14 → 5/12/14

Keywords

Amplitude-modulation frequency-modulation
Motion estimation
Optical flow

Access to Document

10.1109/GlobalSIP.2014.7032273

Cite this

Murray, V., Rodriguez, P., & Pattichis, M. S. (2014). 2D instantaneous frequency-based method for motion estimation using total variation. In 2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014 (pp. 1009-1013). Article 7032273 (2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/GlobalSIP.2014.7032273

Murray, Victor ; Rodriguez, Paul ; Pattichis, Marios S. / 2D instantaneous frequency-based method for motion estimation using total variation. 2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014. Institute of Electrical and Electronics Engineers Inc., 2014. pp. 1009-1013 (2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014).

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title = "2D instantaneous frequency-based method for motion estimation using total variation",

abstract = "We present a first approach to a new method to compute the motion estimation in digital videos using the two-dimensional instantaneous frequency information computed using amplitude-modulation frequency-modulation (AM-FM) methods. The optical flow vectors are computed using an iteratively reweighted norm for total variation (IRN-TV) algorithm. We compare the proposed method using synthetic videos versus a previous three-dimensional AM-FM based method and available motion estimation methods such as a phase-based, Horn-Schunck and the Lucas-Kanade methods. The results are promising producing a full density estimation with more accurate results than the other methods.",

keywords = "Amplitude-modulation frequency-modulation, Motion estimation, Optical flow",

author = "Victor Murray and Paul Rodriguez and Pattichis, {Marios S.}",

note = "Publisher Copyright: {\textcopyright} 2014 IEEE.; 2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014 ; Conference date: 03-12-2014 Through 05-12-2014",

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doi = "10.1109/GlobalSIP.2014.7032273",

language = "English",

series = "2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014",

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Murray, V, Rodriguez, P & Pattichis, MS 2014, 2D instantaneous frequency-based method for motion estimation using total variation. in 2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014., 7032273, 2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014, Institute of Electrical and Electronics Engineers Inc., pp. 1009-1013, 2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014, Atlanta, United States, 3/12/14. https://doi.org/10.1109/GlobalSIP.2014.7032273

2D instantaneous frequency-based method for motion estimation using total variation. / Murray, Victor; Rodriguez, Paul; Pattichis, Marios S.
2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014. Institute of Electrical and Electronics Engineers Inc., 2014. p. 1009-1013 7032273 (2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - 2D instantaneous frequency-based method for motion estimation using total variation

AU - Murray, Victor

AU - Rodriguez, Paul

AU - Pattichis, Marios S.

PY - 2014/2/5

Y1 - 2014/2/5

N2 - We present a first approach to a new method to compute the motion estimation in digital videos using the two-dimensional instantaneous frequency information computed using amplitude-modulation frequency-modulation (AM-FM) methods. The optical flow vectors are computed using an iteratively reweighted norm for total variation (IRN-TV) algorithm. We compare the proposed method using synthetic videos versus a previous three-dimensional AM-FM based method and available motion estimation methods such as a phase-based, Horn-Schunck and the Lucas-Kanade methods. The results are promising producing a full density estimation with more accurate results than the other methods.

AB - We present a first approach to a new method to compute the motion estimation in digital videos using the two-dimensional instantaneous frequency information computed using amplitude-modulation frequency-modulation (AM-FM) methods. The optical flow vectors are computed using an iteratively reweighted norm for total variation (IRN-TV) algorithm. We compare the proposed method using synthetic videos versus a previous three-dimensional AM-FM based method and available motion estimation methods such as a phase-based, Horn-Schunck and the Lucas-Kanade methods. The results are promising producing a full density estimation with more accurate results than the other methods.

KW - Amplitude-modulation frequency-modulation

KW - Motion estimation

KW - Optical flow

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U2 - 10.1109/GlobalSIP.2014.7032273

DO - 10.1109/GlobalSIP.2014.7032273

M3 - Conference contribution

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T3 - 2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014

SP - 1009

EP - 1013

BT - 2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014

Y2 - 3 December 2014 through 5 December 2014

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Murray V, Rodriguez P, Pattichis MS. 2D instantaneous frequency-based method for motion estimation using total variation. In 2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014. Institute of Electrical and Electronics Engineers Inc. 2014. p. 1009-1013. 7032273. (2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014). doi: 10.1109/GlobalSIP.2014.7032273

2D instantaneous frequency-based method for motion estimation using total variation

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