Title :
Motion estimation method through adaptive deformable variable-sized rectangular meshes using warping function
Author :
Munoz-Jimenez, V. ; Zergainoh, Anissa ; Astruc, Jean-Pierre
Author_Institution :
L2TI, Univ. Paris, Villetaneuse
Abstract :
This paper investigates the motion estimation problem in video image sequences. The traditional motion estimation method adopted by the current video standards is based on the well known block-matching algorithm. This algorithm models the motion of all objects in the scene as translational movements involving thus important visual artefacts on the predicted image at very low bit-rate. To overcome these drawbacks, this paper proposes to estimate the motion vectors using rectangular deformable non-uniform meshes. Any image selected in the video sequence as a reference image is entirely tiled with non-overlapping and contiguous rectangular meshes adapted to the image content. The motion vectors are modelled by the displacements of each mesh node while preserving the mesh grid structure associated to the current image. A spatial transformation using warping function predicts the current image from its mesh nodes. In this particular context, we show that the matching (between reference and current images) error and the current image interpolation error are equal. Since the performance of a video sequence coding is directly affected by the motion estimation results, this paper concentrates on the improvement of the motion estimation accuracy by considering the problem of minimizing the prediction error with a constraint of a reasonable computational complexity. Some video image sequence examples show that the prediction error of the proposed method is smaller than some developed deformable-mesh-based motion methods
Keywords :
computational complexity; image matching; image sequences; interpolation; mesh generation; motion estimation; video coding; adaptive deformable variable-sized rectangular meshes; block-matching algorithm; computational complexity; contiguous rectangular meshes; deformable-mesh-based motion methods; image interpolation error; mesh grid structure; mesh nodes; motion estimation method; motion vectors; prediction error; rectangular deformable nonuniform meshes; spatial transformation; translational movements; video image sequence coding; visual artefacts; warping function; Bit rate; Computational complexity; Decoding; Image sequences; Interpolation; Layout; Motion estimation; Signal processing algorithms; Streaming media; Video sequences; Interpolation; mesh; motion estimation; warping;
Conference_Titel :
Signal Processing and Information Technology, 2006 IEEE International Symposium on
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-9753-3
Electronic_ISBN :
0-7803-9754-1
DOI :
10.1109/ISSPIT.2006.270923