Discontinuous Seam-Carving for Video Retargeting
Abstract
We introduce a new algorithm for video retargeting that uses discontinuous seam-carving in both space and time for resizing videos. Our algorithm relies on a novel appearance-based temporal coherence formulation that allows for frame-by-frame processing and results in temporally discontinuous seams, as opposed to geometrically smooth and continuous seams. This formulation optimizes the difference in appearance of the resultant retargeted frame to the optimal temporally coherent one, and allows for carving around fast moving salient regions. Additionally, we generalize the idea of appearance-based coherence to the spatial domain by introducing piece-wise spatial seams. Our spatial coherence measure minimizes the change in gradients during retargeting, which preserves spatial detail better than minimization of color difference alone. We also show that per-frame saliency (gradientbased or feature-based) does not always produce desirable retargeting results and propose a novel automatically computed measure of spatio-temporal saliency. As needed, a user may also augment the saliency by interactive regionbrushing. Our retargeting algorithm processes the video sequentially, making it conducive for streaming applications. 1.
Cite
Text
Grundmann et al. "Discontinuous Seam-Carving for Video Retargeting." IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2010. doi:10.1109/CVPR.2010.5540165Markdown
[Grundmann et al. "Discontinuous Seam-Carving for Video Retargeting." IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2010.](https://mlanthology.org/cvpr/2010/grundmann2010cvpr-discontinuous/) doi:10.1109/CVPR.2010.5540165BibTeX
@inproceedings{grundmann2010cvpr-discontinuous,
title = {{Discontinuous Seam-Carving for Video Retargeting}},
author = {Grundmann, Matthias and Kwatra, Vivek and Han, Mei and Essa, Irfan A.},
booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition},
year = {2010},
pages = {569-576},
doi = {10.1109/CVPR.2010.5540165},
url = {https://mlanthology.org/cvpr/2010/grundmann2010cvpr-discontinuous/}
}