PERFORMANCE AND SPEED COMPARISON OF SURF AND ORB DESCRIPTORS

Abstract

Fast and robust image processing and matching is a very important task with various applications in computer vision and robotics. In this paper, we compare the performance of two different image matching techniques, i.e., by speed up robust features and by rotated robust independent elementary features, against different kinds of transformations and deformations such as scaling, rotation, noise, fisheye distortion, and cropping. For this purpose, we manually apply different types of transformations on original images and compute the matching evaluation parameters such as the number of key points in images, the matching rate, and the execution time required for each algorithm and we will show that which algorithm is the best more robust against each kind of distortion.

Authors and Affiliations

Maryna Mukhina, Tetiana Yeremeieva

Keywords

Related Articles

ACCURACY RESEARCH METHOD OF THE MODIFIED ALGORITHM FOR DETECTING LINEAR LANDMARKS

A search algorithm for the most extended landmark by which unmanned aerial vehicle can be followed by and implemented flight correction was proposed. The software was developed based on the Python language. The functiona...

DIFFERENTIAL ANALYSIS OF 3D SENSOR IMAGES OF SURVEY-COMPARATIVE NAVIGATION SYSTEMS

Survey-comparative navigation systems are used for identification of landmarks that typically in the form of spatial objects the underlying surface. The most obvious method for obtains geometric features of the spatial o...

STRUCTURAL SYNTHESIS OF HYBRID NEURAL NETWORKS ENSEMBLES

It is considered the structural synthesis of hybrid neural networks ensembles. It is chosen the ensemble topology as parallel structure with united layer. It is developed a hybrid algorithm for the problem solution which...

METHOD OF DETERMINING THE ACCURACY CHARACTERISTICS OF THE SATELLITE NAVIGATION SYSTEM

The key actions for the implementation of the global navigation satellite systems are described in this article. At the testing stage, the conformity of the system with the operating standards is established, its accurac...

COMPUTER-AIDED DESIGN OF FIXED WING UAV PATH TRACKING SYSTEM

In this paper problem of smooth fixed-wing unmanned aerial vehicle path following is considered, when the reference path is the linear piecewise trajectory having points of discontinuity with abrupt changing of the headi...

Download PDF file
  • EP ID EP523319
  • DOI 10.18372/1990-5548.55.12716
  • Views 154
  • Downloads 0

How To Cite

Maryna Mukhina, Tetiana Yeremeieva (2018). PERFORMANCE AND SPEED COMPARISON OF SURF AND ORB DESCRIPTORS. Електроніка та системи управління, 1(55), 11-16. https://europub.co.uk/articles/-A-523319