Multiple objects tracking with HOGs matching in circular windows

Daniel Miramontes-Jaramillo, Vitaly Kober, Victor H. Diaz-Ramirez

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

7 Citas (Scopus)

Resumen

In recent years tracking applications with development of new technologies like smart TVs, Kinect, Google Glass and Oculus Rift become very important. When tracking uses a matching algorithm, a good prediction algorithm is required to reduce the search area for each object to be tracked as well as processing time. In this work, we analyze the performance of different tracking algorithms based on prediction and matching for a real-time tracking multiple objects. The used matching algorithm utilizes histograms of oriented gradients. It carries out matching in circular windows, and possesses rotation invariance and tolerance to viewpoint and scale changes. The proposed algorithm is implemented in a personal computer with GPU, and its performance is analyzed in terms of processing time in real scenarios. Such implementation takes advantage of current technologies and helps to process video sequences in real-time for tracking several objects at the same time.

Idioma originalInglés
Título de la publicación alojadaApplications of Digital Image Processing XXXVII
EditoresAndrew G. Tescher
EditorialSPIE
ISBN (versión digital)9781628412444
DOI
EstadoPublicada - 2014
EventoApplications of Digital Image Processing XXXVII - San Diego, Estados Unidos
Duración: 18 ago. 201421 ago. 2014

Serie de la publicación

NombreProceedings of SPIE - The International Society for Optical Engineering
Volumen9217
ISSN (versión impresa)0277-786X
ISSN (versión digital)1996-756X

Conferencia

ConferenciaApplications of Digital Image Processing XXXVII
País/TerritorioEstados Unidos
CiudadSan Diego
Período18/08/1421/08/14

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