Deformable Part-based Robust Face Detection under Occlusion by Using Face Decomposition into Face Components (CROSBI ID 639146)
Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija
Podaci o odgovornosti
Marčetić, Darijan ; Ribarić, Slobodan
engleski
Deformable Part-based Robust Face Detection under Occlusion by Using Face Decomposition into Face Components
In this paper, we propose modifications of deformable part-based models in order to increase the robustness of face detection under occlusion. The modifications are: i) the tree, representing the deformable part-based model of the frontal face, which is partitioned into 11 subtrees representing face components ; ii) the weight of each face component which is obtained based on the results of psychological experiments ; iii) the introduction of new scoring functions and thresholds ; and iv) a new procedure for robust face detection based on the valuation of scoring functions and thresholds. The experiment was performed only for frontal face images, and thus this work is used only as a proof of concept. Based on the encouraging experimental results, we conclude that the proposed method is suitable for extension to detect faces with different poses under occlusions.
Robust Face Detection; Occlusion; Deformable Part-based Model; Face Components
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Podaci o prilogu
1365-1370.
2016.
objavljeno
Podaci o matičnoj publikaciji
Proceedings of the 39th International Convention MIPRO 2016
Biljanović, Petar
Rijeka: Hrvatska udruga za informacijsku i komunikacijsku tehnologiju, elektroniku i mikroelektroniku - MIPRO
978-953-233-087-8
1454-1458
Podaci o skupu
MIPRO 2016
predavanje
30.05.2016-03.06.2016
Opatija, Hrvatska