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Landmark Based Head Pose Estimation Benchmark and Method

Abstract: 

Head pose estimation can help in understanding human behavior or to improve head pose invariance in various face analysis applications. Ready-to-use pose estimators are available with several facial landmark trackers, but their accuracy is commonly unknown. Following the goal to find the best landmark based pose estimator, we introduce a new database (called SyLaHP), propose a new benchmark protocol, and describe and implement a method to learn a pose estimator on top of any landmark detector (called HPFL). The experiments (including cross database) reveal that OpenFace comes with the best pose estimator. Further, HPFL models trained on top of landmark trackers outperform the respective built-in pose estimators. The SyLaHP database, source code, and trained models are publicly available for research.

Poster.pdf

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Paper Details

Authors:
Philipp Werner, Frerk Saxen, Ayoub Al-Hamadi
Submitted On:
13 September 2017 - 7:51am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Philipp Werner
Paper Code:
WA.PF.3
Document Year:
2017
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Document Files

Poster.pdf

(118 downloads)

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[1] Philipp Werner, Frerk Saxen, Ayoub Al-Hamadi, "Landmark Based Head Pose Estimation Benchmark and Method", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/1971. Accessed: Nov. 20, 2017.
@article{1971-17,
url = {http://sigport.org/1971},
author = {Philipp Werner; Frerk Saxen; Ayoub Al-Hamadi },
publisher = {IEEE SigPort},
title = {Landmark Based Head Pose Estimation Benchmark and Method},
year = {2017} }
TY - EJOUR
T1 - Landmark Based Head Pose Estimation Benchmark and Method
AU - Philipp Werner; Frerk Saxen; Ayoub Al-Hamadi
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/1971
ER -
Philipp Werner, Frerk Saxen, Ayoub Al-Hamadi. (2017). Landmark Based Head Pose Estimation Benchmark and Method. IEEE SigPort. http://sigport.org/1971
Philipp Werner, Frerk Saxen, Ayoub Al-Hamadi, 2017. Landmark Based Head Pose Estimation Benchmark and Method. Available at: http://sigport.org/1971.
Philipp Werner, Frerk Saxen, Ayoub Al-Hamadi. (2017). "Landmark Based Head Pose Estimation Benchmark and Method." Web.
1. Philipp Werner, Frerk Saxen, Ayoub Al-Hamadi. Landmark Based Head Pose Estimation Benchmark and Method [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/1971