1. Efficiency of Bilateral Filter Application in Problems of Optical Flow Calculation
- Author
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P. S. Lyubutin, S. V. Panin, V. V. Titkov, and V. O. Chemezov
- Subjects
Similarity (geometry) ,business.industry ,Computer science ,Optical flow ,020207 software engineering ,02 engineering and technology ,Condensed Matter Physics ,Subpixel rendering ,Measure (mathematics) ,Image (mathematics) ,Search algorithm ,Computer Science::Computer Vision and Pattern Recognition ,0202 electrical engineering, electronic engineering, information engineering ,020201 artificial intelligence & image processing ,Bilateral filter ,Electrical and Electronic Engineering ,Photonics ,business ,Instrumentation ,Algorithm - Abstract
It is proposed to use weight coefficients of the bilateral filter to calculate the measure of similarity of image regions in optical flow calculation algorithms. The efficiency of using this measure is studied by an example of a three-dimensional recursive search algorithm. Weight coefficients are used for calculating the optical flow with subpixel accuracy by the Lucas–Kanade algorithm. A possibility of reducing the optical flow calculation error by means of using the proposed approaches is demonstrated by an example of processing of various types of images. A method of choosing the parameters of the weight functions of the bilateral filter is described and analyzed.
- Published
- 2017
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