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Deformable Part-based Robust Face Detection under Occlusion by Using Face Decomposition into Face Components


Marčetić, Darijan; Ribarić, Slobodan
Deformable Part-based Robust Face Detection under Occlusion by Using Face Decomposition into Face Components // Proceedings of the 39th International Convention MIPRO 2016 / Biljanović, Petar (ur.).
Rijeka: Croatian Society MIPRO, 2016. str. 1365-1370 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


Naslov
Deformable Part-based Robust Face Detection under Occlusion by Using Face Decomposition into Face Components

Autori
Marčetić, Darijan ; Ribarić, Slobodan

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
Proceedings of the 39th International Convention MIPRO 2016 / Biljanović, Petar - Rijeka : Croatian Society MIPRO, 2016, 1365-1370

ISBN
978-953-233-087-8

Skup
MIPRO 2016 Special Session on Biometrics, Forensics, De-Identification and Privacy Protection /BiForD

Mjesto i datum
Rijeka, Hrvatska, 31.05.2016

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
Robust Face Detection; Occlusion; Deformable Part-based Model; Face Components

Sažetak
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.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo



POVEZANOST RADA


Projekt / tema
HRZZ-IP-2013-11-6733 - Zaštita privatnosti deidentifikacijom u nadzornim sustavima (Slobodan Ribarić, )

Ustanove
Fakultet elektrotehnike i računarstva, Zagreb

Profili:

Avatar Url Slobodan Ribarić (autor)

Avatar Url Darijan Marčetić (autor)

Citiraj ovu publikaciju

Marčetić, Darijan; Ribarić, Slobodan
Deformable Part-based Robust Face Detection under Occlusion by Using Face Decomposition into Face Components // Proceedings of the 39th International Convention MIPRO 2016 / Biljanović, Petar (ur.).
Rijeka: Croatian Society MIPRO, 2016. str. 1365-1370 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
Marčetić, D. & Ribarić, S. (2016) Deformable Part-based Robust Face Detection under Occlusion by Using Face Decomposition into Face Components. U: Biljanović, P. (ur.)Proceedings of the 39th International Convention MIPRO 2016.
@article{article, editor = {Biljanovi\'{c}, P.}, year = {2016}, pages = {1365-1370}, keywords = {Robust Face Detection, Occlusion, Deformable Part-based Model, Face Components}, isbn = {978-953-233-087-8}, title = {Deformable Part-based Robust Face Detection under Occlusion by Using Face Decomposition into Face Components}, keyword = {Robust Face Detection, Occlusion, Deformable Part-based Model, Face Components}, publisher = {Croatian Society MIPRO}, publisherplace = {Rijeka, Hrvatska} }