Real-Time Image Mosaicing Using Non-rigid Registration
Mosaicing is a classical application of image registration where images from the same scene are stitched together to generate a larger seamless image. This paper presents a real-time incremental mosaicing method that generates 2D mosaics by stitching video key-frames as soon as they are detected. Th...
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Published in | Advances in Image and Video Technology Vol. 7087; pp. 311 - 322 |
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Main Authors | , , |
Format | Book Chapter |
Language | English |
Published |
Germany
Springer Berlin / Heidelberg
2011
Springer Berlin Heidelberg |
Series | Lecture Notes in Computer Science |
Subjects | |
Online Access | Get full text |
ISBN | 9783642253669 3642253660 |
ISSN | 0302-9743 1611-3349 |
DOI | 10.1007/978-3-642-25367-6_28 |
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Summary: | Mosaicing is a classical application of image registration where images from the same scene are stitched together to generate a larger seamless image. This paper presents a real-time incremental mosaicing method that generates 2D mosaics by stitching video key-frames as soon as they are detected. The contributions are three-fold: (1) we propose a “fast” key-frame selection procedure based solely on the distribution of the distance of matched feature descriptors. This procedure automatically selects key-frames that are used to expand the mosaics while achieving real-time performance; (2) we register key-frame images by using a non-rigid deformation model in order to “smoothly” stitch images when scene transformations can not be expressed by homography: (3) we add a new constraint on the non-rigid deformation model that penalizes over-deformation in order to create “visually natural” mosaics. The performance of the proposed method was validated by experiments in non-controlled conditions and by comparison with the state-of-the-art method. |
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ISBN: | 9783642253669 3642253660 |
ISSN: | 0302-9743 1611-3349 |
DOI: | 10.1007/978-3-642-25367-6_28 |