Title :
Depth-from-motion estimation based on a multiscale analysis of motion constraint equation validity
Author :
Suñe, Jean-Luc ; Rebuffel, Véronique ; Samy, Roger
Author_Institution :
CEA, Centre d´´Etudes Nucleaires de Grenoble, France
Abstract :
We present a new method of estimating the depth-from-motion in a image sequence. It is assumed that the camera motion is known and the scene is rigid. Our idea is to evaluate carefully the pixels where the brightness change constraint equation is valid, and consequently the depth value is reliable. A confidence measure is derived from local analysis. This analysis is performed at various levels of resolution, increasing the number of reliable pixels. The depth values obtained at each level are then fused within a statistical framework, allowing one to also integrate the temporal information. Results are shown for real and synthetic images used in the performance evaluation
Keywords :
brightness; image resolution; image sequences; motion estimation; statistical analysis; brightness change constraint equation; camera motion; confidence measure; depth from motion estimation; depth value; image resolution; image sequence; local analysis; motion constraint equation; multiscale analysis; performance evaluation; pixels; real images; rigid scene; statistical framework; synthetic images; temporal information; Brightness; Cameras; Equations; Image motion analysis; Layout; Motion analysis; Motion estimation; Navigation; Optical noise; Pixel;
Conference_Titel :
Image Processing, 1995. Proceedings., International Conference on
Conference_Location :
Washington, DC
Print_ISBN :
0-8186-7310-9
DOI :
10.1109/ICIP.1995.529731