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

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución a la conferencia › revisión exhaustiva

2 Citas (Scopus)

Resumen

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.

Idioma original	Inglés
Título de la publicación alojada	2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014
Editorial	Institute of Electrical and Electronics Engineers Inc.
Páginas	1009-1013
Número de páginas	5
ISBN (versión digital)	9781479970889
DOI	https://doi.org/10.1109/GlobalSIP.2014.7032273
Estado	Publicada - 5 feb. 2014
Evento	2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014 - Atlanta, Estados Unidos Duración: 3 dic. 2014 → 5 dic. 2014

Serie de la publicación

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

Conferencia

Conferencia	2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014
País/Territorio	Estados Unidos
Ciudad	Atlanta
Período	3/12/14 → 5/12/14

Acceder al documento

10.1109/GlobalSIP.2014.7032273

Otros archivos y enlaces

Enlace a la publicación en Scopus

Citar esto

Murray, V., Rodriguez, P., & Pattichis, M. S. (2014). 2D instantaneous frequency-based method for motion estimation using total variation. En 2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014 (pp. 1009-1013). Artículo 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).

@inproceedings{3a4046cb6de0467b8d73849d49cfc369,

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",

year = "2014",

month = feb,

day = "5",

doi = "10.1109/GlobalSIP.2014.7032273",

language = "English",

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

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "1009--1013",

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

}

Murray, V, Rodriguez, P & Pattichis, MS 2014, 2D instantaneous frequency-based method for motion estimation using total variation. En 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, Estados Unidos, 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).

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución a la conferencia › revisión exhaustiva

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

UR - http://www.scopus.com/inward/record.url?scp=84949928336&partnerID=8YFLogxK

U2 - 10.1109/GlobalSIP.2014.7032273

DO - 10.1109/GlobalSIP.2014.7032273

M3 - Conference contribution

AN - SCOPUS:84949928336

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

ER -

Murray V, Rodriguez P, Pattichis MS. 2D instantaneous frequency-based method for motion estimation using total variation. En 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

Resumen

Serie de la publicación

Conferencia

Acceder al documento

Otros archivos y enlaces

Huella

Citar esto