Depth order estimation for video frames using motion occlusions
This study proposes a system to estimate the depth order of regions belonging to a monocular image sequence. For each frame, the regions are ordered according to their relative depth using information from the previous and following frames. The algorithm estimates occlusions relying on a hierarchica...
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Veröffentlicht in: | IET computer vision 2014-04, Vol.8 (2), p.152-160 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | This study proposes a system to estimate the depth order of regions belonging to a monocular image sequence. For each frame, the regions are ordered according to their relative depth using information from the previous and following frames. The algorithm estimates occlusions relying on a hierarchical region-based representation of the image by means of a binary tree. This representation is used to define the final depth order partition which is obtained through an energy minimisation process. Finally, to achieve a global and consistent depth ordering, a depth order graph is constructed and used to eliminate contradictory local cues. The system is evaluated and compared with the state-of-the-art figure/ground labelling systems showing very good results. |
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ISSN: | 1751-9632 1751-9640 1751-9640 |
DOI: | 10.1049/iet-cvi.2012.0287 |