Development of object detection algorithm in halftone images

• Autorzy: Voznyak Oleksandr , Polievoda Yurii , Kupchuk Ihor , Trukhanska Olena , Shvets Ludmila , Zamrii Mykhailo

Identyfikatory

DOI

10.15199/48.2023.11.33

Warianty tytułu

PL

Opracowanie algorytmu wykrywania obiektów w obrazach półtonowych

• Języki publikacji: EN

Abstrakty

EN

This paper researches the detection method in halftone images using AdaBoost algorithm for training a object detector. Modified Haar-like features are used as features in weak classifiers. The method has been tested on The Yale B Face Database where images are obtained under 65 different illumination conditions. Experimental research on face detection method was carried out using the Matlab environment.

PL

W artykule zbadano metodę detekcji w obrazach półtonowych z wykorzystaniem algorytmu AdaBoost do szkolenia detektora obiektów. Zmodyfikowane cechy podobne do Haara są używane jako cechy w słabych klasyfikatorach. Metoda została przetestowana w bazie danych Yale B Face Database, gdzie obrazy są uzyskiwane w 65 różnych warunkach oświetleniowych. Badania eksperymentalne metody detekcji twarzy przeprowadzono z wykorzystaniem środowiska Matlab.

Słowa kluczowe

EN

classification ability; light condition; local binary pattern; simple classifier; clustering; verification

PL

umiejętność klasyfikacji; warunki oświetleniowe; lokalny układ binarny; prosty klasyfikator; grupowanie; weryfikacja

• Wydawca: Wydawnictwo SIGMA-NOT
• Czasopismo: Przegląd Elektrotechniczny
• Rocznik: 2023
• Tom: R. 99, nr 11
• Strony: 192--195
• Opis fizyczny: Bibliogr. 28 poz., rys., tab.

Twórcy

autor

Voznyak Oleksandr

• Vinnytsia National Agrarian University (21008, 3 Sonyachna str., Vinnytsia, Ukraine)

• https://orcid.org/0000-0002-0986-6869

autor

Polievoda Yurii

• Vinnytsia National Agrarian University (21008, 3 Sonyachna str., Vinnytsia, Ukraine)

• https://orcid.org/0000-0002-2485-0611

autor

Kupchuk Ihor

• Vinnytsia National Agrarian University (21008, 3 Sonyachna str., Vinnytsia, Ukraine)

• https://orcid.org/0000-0002-2973-6914

autor

Trukhanska Olena

• Vinnytsia National Agrarian University (21008, 3 Sonyachna str., Vinnytsia, Ukraine)

• https://orcid.org/0000-0001-8481-8878

autor

Shvets Ludmila

• Vinnytsia National Agrarian University (21008, 3 Sonyachna str., Vinnytsia, Ukraine)

• https://orcid.org/0000-0002-4364-0126

autor

Zamrii Mykhailo

• Vinnytsia National Agrarian University (21008, 3 Sonyachna str., Vinnytsia, Ukraine)

Bibliografia

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