Performance evaluation of correlation filters for target tracking

Leopoldo N. Gaxiola, Victor H. Diaz-Ramirez, Juan J. Tapia, Pascuala García-Martínez, Andres Cuevas

Producción científica: Capítulo del libro/informe/acta de congresoContribución a la conferenciarevisión exhaustiva

Resumen

A performance evaluation of several state-of-the-art correlation filters within the context of target tracking is presented. The filters are tested using an introduced algorithm that is adapted online using information of current and past scene frames of the scene. The algorithm achieves a high-rate operation by focusing signal processing on a small fragment of the scene in each frame. The correlation filters are tested using several video test sequences that contain geometric modifications of the target, partial occlusions and clutter. The performance of the tested filters is characterized in terms of detection efficiency, tracking accuracy, and computational complexity using objective metrics.

Idioma originalInglés
Título de la publicación alojadaApplications of Digital Image Processing XXXVIII
EditoresAndrew G. Tescher, Andrew G. Tescher
EditorialSPIE
ISBN (versión digital)9781628417654, 9781628417654
DOI
EstadoPublicada - 2015
EventoApplications of Digital Image Processing XXXVIII - San Diego, Estados Unidos
Duración: 10 ago. 201513 ago. 2015

Serie de la publicación

NombreProceedings of SPIE - The International Society for Optical Engineering
Volumen9599
ISSN (versión impresa)0277-786X
ISSN (versión digital)1996-756X

Conferencia

ConferenciaApplications of Digital Image Processing XXXVIII
País/TerritorioEstados Unidos
CiudadSan Diego
Período10/08/1513/08/15

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