Landmarks detection on 3D face scans using local histogram descriptors

Marwa Chendeb El Rai; Claudio Tortorici; Hassan Al-Muhairi; Habiba Al Safar; Naoufel Werghi

doi:10.1109/MELCON.2016.7495382

Landmarks detection on 3D face scans using local histogram descriptors

Marwa Chendeb El Rai, Claudio Tortorici, Hassan Al-Muhairi, Habiba Al Safar, Naoufel Werghi

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2 Scopus citations

Abstract

In this work, we exploit 3D Constrained Local Model (CLM) for facial landmark detection. Our approach integrates the geometric information of 3D face scans. The fast increase demand of 3D data invite to develop 3D image processing methods for many applications and especially for automatic landmark detection. The new step in this paper is the introduction of mesh histogram of gradients (meshHOG) as local descriptors around every landmark location. The proposed work is evaluated on the publicly available Bosphorus database. A comparison with the other descriptors mesh LBP and mesh SIFT are also depicted.

Original language	British English
Title of host publication	Proceedings of the 18th Mediterranean Electrotechnical Conference
Subtitle of host publication	Intelligent and Efficient Technologies and Services for the Citizen, MELECON 2016
Editors	Constandinos Mavromoustakis, Soulla Louca, Constantinos S. Pattichis, Julius Georgiou, Despina Michael, A. Paschalidou, Efthyvoulos Kyriacou, Vasos Vassiliou, Christos Panayiotou, Elias Kyriakides, Georgios Ellinas, George Hadjichristofi, C. Loizou
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781509000579
DOIs	https://doi.org/10.1109/MELCON.2016.7495382
State	Published - 20 Jun 2016
Event	18th Mediterranean Electrotechnical Conference, MELECON 2016 - Limassol, Cyprus Duration: 18 Apr 2016 → 20 Apr 2016

Publication series

Name	Proceedings of the 18th Mediterranean Electrotechnical Conference: Intelligent and Efficient Technologies and Services for the Citizen, MELECON 2016

Conference

Conference	18th Mediterranean Electrotechnical Conference, MELECON 2016
Country/Territory	Cyprus
City	Limassol
Period	18/04/16 → 20/04/16

Access to Document

10.1109/MELCON.2016.7495382

Cite this

Rai, M. C. E., Tortorici, C., Al-Muhairi, H., Safar, H. A., & Werghi, N. (2016). Landmarks detection on 3D face scans using local histogram descriptors. In C. Mavromoustakis, S. Louca, C. S. Pattichis, J. Georgiou, D. Michael, A. Paschalidou, E. Kyriacou, V. Vassiliou, C. Panayiotou, E. Kyriakides, G. Ellinas, G. Hadjichristofi, & C. Loizou (Eds.), Proceedings of the 18th Mediterranean Electrotechnical Conference: Intelligent and Efficient Technologies and Services for the Citizen, MELECON 2016 Article 7495382 (Proceedings of the 18th Mediterranean Electrotechnical Conference: Intelligent and Efficient Technologies and Services for the Citizen, MELECON 2016). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/MELCON.2016.7495382

Rai, Marwa Chendeb El ; Tortorici, Claudio ; Al-Muhairi, Hassan et al. / Landmarks detection on 3D face scans using local histogram descriptors. Proceedings of the 18th Mediterranean Electrotechnical Conference: Intelligent and Efficient Technologies and Services for the Citizen, MELECON 2016. editor / Constandinos Mavromoustakis ; Soulla Louca ; Constantinos S. Pattichis ; Julius Georgiou ; Despina Michael ; A. Paschalidou ; Efthyvoulos Kyriacou ; Vasos Vassiliou ; Christos Panayiotou ; Elias Kyriakides ; Georgios Ellinas ; George Hadjichristofi ; C. Loizou. Institute of Electrical and Electronics Engineers Inc., 2016. (Proceedings of the 18th Mediterranean Electrotechnical Conference: Intelligent and Efficient Technologies and Services for the Citizen, MELECON 2016).

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title = "Landmarks detection on 3D face scans using local histogram descriptors",

abstract = "In this work, we exploit 3D Constrained Local Model (CLM) for facial landmark detection. Our approach integrates the geometric information of 3D face scans. The fast increase demand of 3D data invite to develop 3D image processing methods for many applications and especially for automatic landmark detection. The new step in this paper is the introduction of mesh histogram of gradients (meshHOG) as local descriptors around every landmark location. The proposed work is evaluated on the publicly available Bosphorus database. A comparison with the other descriptors mesh LBP and mesh SIFT are also depicted.",

author = "Rai, {Marwa Chendeb El} and Claudio Tortorici and Hassan Al-Muhairi and Safar, {Habiba Al} and Naoufel Werghi",

note = "Publisher Copyright: {\textcopyright} 2016 IEEE.; 18th Mediterranean Electrotechnical Conference, MELECON 2016 ; Conference date: 18-04-2016 Through 20-04-2016",

year = "2016",

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doi = "10.1109/MELCON.2016.7495382",

language = "British English",

series = "Proceedings of the 18th Mediterranean Electrotechnical Conference: Intelligent and Efficient Technologies and Services for the Citizen, MELECON 2016",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

editor = "Constandinos Mavromoustakis and Soulla Louca and Pattichis, {Constantinos S.} and Julius Georgiou and Despina Michael and A. Paschalidou and Efthyvoulos Kyriacou and Vasos Vassiliou and Christos Panayiotou and Elias Kyriakides and Georgios Ellinas and George Hadjichristofi and C. Loizou",

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Rai, MCE, Tortorici, C, Al-Muhairi, H, Safar, HA & Werghi, N 2016, Landmarks detection on 3D face scans using local histogram descriptors. in C Mavromoustakis, S Louca, CS Pattichis, J Georgiou, D Michael, A Paschalidou, E Kyriacou, V Vassiliou, C Panayiotou, E Kyriakides, G Ellinas, G Hadjichristofi & C Loizou (eds), Proceedings of the 18th Mediterranean Electrotechnical Conference: Intelligent and Efficient Technologies and Services for the Citizen, MELECON 2016., 7495382, Proceedings of the 18th Mediterranean Electrotechnical Conference: Intelligent and Efficient Technologies and Services for the Citizen, MELECON 2016, Institute of Electrical and Electronics Engineers Inc., 18th Mediterranean Electrotechnical Conference, MELECON 2016, Limassol, Cyprus, 18/04/16. https://doi.org/10.1109/MELCON.2016.7495382

Landmarks detection on 3D face scans using local histogram descriptors. / Rai, Marwa Chendeb El; Tortorici, Claudio; Al-Muhairi, Hassan et al.
Proceedings of the 18th Mediterranean Electrotechnical Conference: Intelligent and Efficient Technologies and Services for the Citizen, MELECON 2016. ed. / Constandinos Mavromoustakis; Soulla Louca; Constantinos S. Pattichis; Julius Georgiou; Despina Michael; A. Paschalidou; Efthyvoulos Kyriacou; Vasos Vassiliou; Christos Panayiotou; Elias Kyriakides; Georgios Ellinas; George Hadjichristofi; C. Loizou. Institute of Electrical and Electronics Engineers Inc., 2016. 7495382 (Proceedings of the 18th Mediterranean Electrotechnical Conference: Intelligent and Efficient Technologies and Services for the Citizen, MELECON 2016).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Landmarks detection on 3D face scans using local histogram descriptors

AU - Rai, Marwa Chendeb El

AU - Tortorici, Claudio

AU - Al-Muhairi, Hassan

AU - Safar, Habiba Al

AU - Werghi, Naoufel

PY - 2016/6/20

Y1 - 2016/6/20

N2 - In this work, we exploit 3D Constrained Local Model (CLM) for facial landmark detection. Our approach integrates the geometric information of 3D face scans. The fast increase demand of 3D data invite to develop 3D image processing methods for many applications and especially for automatic landmark detection. The new step in this paper is the introduction of mesh histogram of gradients (meshHOG) as local descriptors around every landmark location. The proposed work is evaluated on the publicly available Bosphorus database. A comparison with the other descriptors mesh LBP and mesh SIFT are also depicted.

AB - In this work, we exploit 3D Constrained Local Model (CLM) for facial landmark detection. Our approach integrates the geometric information of 3D face scans. The fast increase demand of 3D data invite to develop 3D image processing methods for many applications and especially for automatic landmark detection. The new step in this paper is the introduction of mesh histogram of gradients (meshHOG) as local descriptors around every landmark location. The proposed work is evaluated on the publicly available Bosphorus database. A comparison with the other descriptors mesh LBP and mesh SIFT are also depicted.

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DO - 10.1109/MELCON.2016.7495382

M3 - Conference contribution

AN - SCOPUS:84979224078

T3 - Proceedings of the 18th Mediterranean Electrotechnical Conference: Intelligent and Efficient Technologies and Services for the Citizen, MELECON 2016

BT - Proceedings of the 18th Mediterranean Electrotechnical Conference

A2 - Mavromoustakis, Constandinos

A2 - Louca, Soulla

A2 - Pattichis, Constantinos S.

A2 - Georgiou, Julius

A2 - Michael, Despina

A2 - Paschalidou, A.

A2 - Kyriacou, Efthyvoulos

A2 - Vassiliou, Vasos

A2 - Panayiotou, Christos

A2 - Kyriakides, Elias

A2 - Ellinas, Georgios

A2 - Hadjichristofi, George

A2 - Loizou, C.

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 18th Mediterranean Electrotechnical Conference, MELECON 2016

Y2 - 18 April 2016 through 20 April 2016

ER -

Rai MCE, Tortorici C, Al-Muhairi H, Safar HA , Werghi N. Landmarks detection on 3D face scans using local histogram descriptors. In Mavromoustakis C, Louca S, Pattichis CS, Georgiou J, Michael D, Paschalidou A, Kyriacou E, Vassiliou V, Panayiotou C, Kyriakides E, Ellinas G, Hadjichristofi G, Loizou C, editors, Proceedings of the 18th Mediterranean Electrotechnical Conference: Intelligent and Efficient Technologies and Services for the Citizen, MELECON 2016. Institute of Electrical and Electronics Engineers Inc. 2016. 7495382. (Proceedings of the 18th Mediterranean Electrotechnical Conference: Intelligent and Efficient Technologies and Services for the Citizen, MELECON 2016). doi: 10.1109/MELCON.2016.7495382

Landmarks detection on 3D face scans using local histogram descriptors

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