Title :
Persistent Aerial Video Registration and Fast Multi-View Mosaicing
Author :
Molina, Emilio ; Zhigang Zhu
Author_Institution :
Dept. of Comput. Sci., City Univ. of New York Grad. Center, New York, NY, USA
Abstract :
Capturing aerial imagery at high resolutions often leads to very low frame rate video streams, well under full motion video standards, due to bandwidth, storage, and cost constraints. Low frame rates make registration difficult when an aircraft is moving at high speeds or when global positioning system (GPS) contains large errors or it fails. We present a method that takes advantage of persistent cyclic video data collections to perform an online registration with drift correction. We split the persistent aerial imagery collection into individual cycles of the scene, identify and correct the registration errors on the first cycle in a batch operation, and then use the corrected base cycle as a reference pass to register and correct subsequent passes online. A set of multi-view panoramic mosaics is then constructed for each aerial pass for representation, presentation and exploitation of the 3D dynamic scene. These sets of mosaics are all in alignment to the reference cycle allowing their direct use in change detection, tracking, and 3D reconstruction/visualization algorithms. Stereo viewing with adaptive baselines and varying view angles is realized by choosing a pair of mosaics from a set of multi-view mosaics. Further, the mosaics for the second pass and later can be generated and visualized online as their is no further batch error correction.
Keywords :
Global Positioning System; data visualisation; error correction; geophysical image processing; image capture; image motion analysis; image reconstruction; image registration; image resolution; image segmentation; natural scenes; object detection; object tracking; stereo image processing; video streaming; 3D dynamic scene exploitation; 3D dynamic scene presentation; 3D dynamic scene representation; 3D reconstruction-visualization algorithm; GPS; adaptive baseline; aerial image capture; base cycle correction; batch operation; change detection; change tracking; drift correction; global positioning system; motion video standard; multiview panoramic mosaic; persistent aerial imagery collection split; persistent aerial video registration; persistent cyclic video data collection; registration error correction; registration error identification; stereo viewing; video stream; view angle variation; Cameras; Error correction; Global Positioning System; Measurement uncertainty; Robustness; Streaming media; Three-dimensional displays; Image registration; aerial imagery; drift correction; persistent imaging; stereo-viewing; wide field-of-view;
Journal_Title :
Image Processing, IEEE Transactions on
DOI :
10.1109/TIP.2014.2313183