1. Real-time Image Mosaicing using Non-rigid Registration
- Author
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C.SOUZA, RAFAEL H., C DE SOUZA, RAFAEL HENRIQUE, OKUTOMI, MASATOSHI, and Torii, Akihiko
- Subjects
Computer science ,business.industry ,Constraint (computer-aided design) ,ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION ,Image registration ,GeneralLiterature_MISCELLANEOUS ,Image (mathematics) ,Image stitching ,Feature (computer vision) ,Cut ,Feature based ,Computer vision ,Artificial intelligence ,business ,ComputingMethodologies_COMPUTERGRAPHICS ,Homography (computer vision) - Abstract
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.
- Published
- 2011