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DETECÇÃO E RECONHECIMENTO DE OBJETOS EM IMAGENS UTILIZANDO ALGORITMOS DE EXTRAÇÃO DE PONTOS CHAVE

Authors: Leonardo Almeida Rodrigues; Francisco Assis da Silva; Danillo Roberto Pereira; Almir Olivette Artero; Marco Antonio Piteri;

DETECÇÃO E RECONHECIMENTO DE OBJETOS EM IMAGENS UTILIZANDO ALGORITMOS DE EXTRAÇÃO DE PONTOS CHAVE

Abstract

This paper presentsa comparative studyof descriptors keypoint algorithms doinga combinationof detectors anddescriptors. We combined the SIFT, SURF and Harris detector algorithms with the SIFT and SURF descriptor algorithms.Three experimentswith images withdifferent characteristicswere performed,intwo of theseexperimentswere usedimages of realobjects, in athird experiment, some degradationin an imagesuch asscale reduction, rotation, blurring, darkening andaddition ofnoisehave beenperformed, to analyze the behaviorof the algorithms. Experiments were also performed withalldegradationstogether.Toanalyze theproposedcombination, we extractedprocessing timeand the number ofinliers. This workcontributes toapplicationsthat requireusing keypoint descriptors algorithms in detection andrecognitionof objects inimages.

Keywords

Object Recognition, Q1-390, Reconhecimento de Objetos, Science (General), Keypoint Detector, TA1-2040, Engineering (General). Civil engineering (General), Detector de Pontos Chave, Descritor de Pontos Chave, Local Features, Keypoint Descriptors, Características Locais

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
gold