Binary descriptors have been very popular in recent years. One reason is that the algorithms that use them become computationally and memory-wise efficient. Furthermore, they tend to have some inherent robustness against some geometrical variations and against various brightness changes. These changes might result from both internal factors and external factors such as location of the light source, viewing angle, scene properties. In this paper, we describe a binary descriptor which proves to be robust to complex brightness changes such as gamma correction, noise and photometric distortions. The experimental results demonstrate that performance of the descriptor in object recognition and local image analysis tasks.
A DCT-based multiscale Binary descriptor robust to complex brightness changes / S. Aslan, M. Yamac, B. Sankur (EUROPEAN SIGNAL PROCESSING CONFERENCE). - In: 2016 24th European Signal Processing Conference (EUSIPCO)[s.l] : IEEE, 2016. - ISBN 978-0-9928-6265-7. - pp. 1573-1577 (( Intervento presentato al 24. convegno European Signal Processing Conference tenutosi a Budapest nel 2016 [10.1109/EUSIPCO.2016.7760513].
A DCT-based multiscale Binary descriptor robust to complex brightness changes
S. Aslan
;
2016
Abstract
Binary descriptors have been very popular in recent years. One reason is that the algorithms that use them become computationally and memory-wise efficient. Furthermore, they tend to have some inherent robustness against some geometrical variations and against various brightness changes. These changes might result from both internal factors and external factors such as location of the light source, viewing angle, scene properties. In this paper, we describe a binary descriptor which proves to be robust to complex brightness changes such as gamma correction, noise and photometric distortions. The experimental results demonstrate that performance of the descriptor in object recognition and local image analysis tasks.| File | Dimensione | Formato | |
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