Automatic Content-Based Temporal Alignment of Image Sequences with Varying Spatio-Temporal Resolution
Abstract
Many applications use multiple cameras to simultaneously capture imagery of a scene from a rigid, moving camera system over time. Multiple cameras often provide unique viewing angles but also additional levels of detail of a scene at different spatio-temporal resolutions. However, in order to benefit from this added information the sources must often be temporally aligned. As a result of cost and physical limitations it is often impractical to synchronize these sources via an external clock device. Most methods attempt synchronization through the recovery of a constant scale factor and offset with respect to time. This limits the generality of such solutions. We present an unsupervised method that utilizes a content-based clustering mechanism in order to temporally align multiple non-synchronized image sequences of different and varying spatio-temporal resolutions. We show that the use of temporal constraints and dynamic programming adds robustness to changes in capture rates, field of view, and resolution.
Cite
Text
Ogden and Morse. "Automatic Content-Based Temporal Alignment of Image Sequences with Varying Spatio-Temporal Resolution." IEEE/CVF Winter Conference on Applications of Computer Vision, 2013. doi:10.1109/WACV.2013.6475027Markdown
[Ogden and Morse. "Automatic Content-Based Temporal Alignment of Image Sequences with Varying Spatio-Temporal Resolution." IEEE/CVF Winter Conference on Applications of Computer Vision, 2013.](https://mlanthology.org/wacv/2013/ogden2013wacv-automatic/) doi:10.1109/WACV.2013.6475027BibTeX
@inproceedings{ogden2013wacv-automatic,
title = {{Automatic Content-Based Temporal Alignment of Image Sequences with Varying Spatio-Temporal Resolution}},
author = {Ogden, Samuel R. and Morse, Bryan S.},
booktitle = {IEEE/CVF Winter Conference on Applications of Computer Vision},
year = {2013},
pages = {259-266},
doi = {10.1109/WACV.2013.6475027},
url = {https://mlanthology.org/wacv/2013/ogden2013wacv-automatic/}
}