Stationary processes for object detection and non-rigid structure-from-motion

Valmadre, Jack L. (2016) Stationary processes for object detection and non-rigid structure-from-motion. PhD thesis, Queensland University of Technology.

Abstract

Stationary processes are random variables whose value is a signal and whose distribution is invariant to translation in the domain of the signal. They are intimately connected to convolution, and therefore to the Fourier transform, since the covariance matrix of a stationary process is a Toeplitz matrix, and Toeplitz matrices are the expression of convolution as a linear operator. This thesis utilises this connection in the study of i) efficient training algorithms for object detection and ii) trajectory-based non-rigid structure-from-motion.

Impact and interest:

Citation counts are sourced monthly from Scopus and Web of Science® citation databases.

These databases contain citations from different subsets of available publications and different time periods and thus the citation count from each is usually different. Some works are not in either database and no count is displayed. Scopus includes citations from articles published in 1996 onwards, and Web of Science® generally from 1980 onwards.

Citations counts from the Google Scholar™ indexing service can be viewed at the linked Google Scholar™ search.

Full-text downloads:

51 since deposited on 28 Apr 2016
51 in the past twelve months

Full-text downloads displays the total number of times this work’s files (e.g., a PDF) have been downloaded from QUT ePrints as well as the number of downloads in the previous 365 days. The count includes downloads for all files if a work has more than one.

ID Code: 94745
Item Type: QUT Thesis (PhD)
Supervisor: Lucey, Simon & Sridharan, Sridha
Keywords: computer vision, object detection, structure from motion, stationary process, toeplitz, circulant, fourier, signal processing
Divisions: Current > Institutes > Institute for Future Environments
Institution: Queensland University of Technology
Deposited On: 28 Apr 2016 02:32
Last Modified: 28 Apr 2016 02:32

Export: EndNote | Dublin Core | BibTeX

Repository Staff Only: item control page