Title :
Reconstructing Evolving Tree Structures in Time Lapse Sequences
Author :
Glowacki, Przemyslaw ; Pinheiro, Miguel Amavel ; Turetken, Engin ; Sznitman, Raphael ; Lebrecht, Daniel ; Kybic, Jan ; Holtmaat, Anthony ; Fua, Pascal
Author_Institution :
Comput. Vision Lab. (EPFL), Lausanne, Switzerland
Abstract :
We propose an approach to reconstructing tree structures that evolve over time in 2D images and 3D image stacks such as neuronal axons or plant branches. Instead of reconstructing structures in each image independently, we do so for all images simultaneously to take advantage of temporal-consistency constraints. We show that this problem can be formulated as a Quadratic Mixed Integer Program and solved efficiently. The outcome of our approach is a framework that provides substantial improvements in reconstructions over traditional single time-instance formulations. Furthermore, an added benefit of our approach is the ability to automatically detect places where significant changes have occurred over time, which is challenging when considering large amounts of data.
Keywords :
image reconstruction; image sequences; integer programming; quadratic programming; trees (mathematics); 2D image; 3D image; image reconstruction; quadratic mixed integer program; temporal-consistency constraints; time lapse sequences; tree structures; Ground penetrating radar; Image edge detection; Image reconstruction; Joining processes; Linear programming; Reliability; Tin; mixed integer programming; time consistency; tree structures reconstruction;
Conference_Titel :
Computer Vision and Pattern Recognition (CVPR), 2014 IEEE Conference on
Conference_Location :
Columbus, OH
DOI :
10.1109/CVPR.2014.388