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STEADIFACE: REAL-TIME FACE-CENTRIC STABILIZATION ON MOBILE PHONES

Abstract: 

We present Steadiface, a new real-time face-centric video stabilization method that simultaneously removes hand shake and keeps subject's head stable. We use a CNN to estimate the face landmarks and use them to optimize a stabilized head center. We then formulate an optimization problem to find a virtual camera pose that locates the face to the stabilized head center while retains smooth rotation and translation transitions across frames. We test the proposed method on fieldtest videos and show it stabilizes both the head motion and background. It is robust to large head pose, occlusion, facial appearance variations, and different kinds of camera motions. We show our method advances the state of art in selfie video stabilization by comparing against alternative methods. The whole process runs very efficiently on a modern mobile phone (8.1 ms/frame).

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Paper Details

Authors:
Fuhao Shi, Sung-Fang Tsai, Youyou Wang, Chia-Kai Liang
Submitted On:
24 September 2019 - 4:05am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Sung-Fang Tsai
Paper Code:
1025
Document Year:
2019
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Document Files

steadiface_poster.pdf

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[1] Fuhao Shi, Sung-Fang Tsai, Youyou Wang, Chia-Kai Liang, "STEADIFACE: REAL-TIME FACE-CENTRIC STABILIZATION ON MOBILE PHONES", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4830. Accessed: Feb. 18, 2020.
@article{4830-19,
url = {http://sigport.org/4830},
author = {Fuhao Shi; Sung-Fang Tsai; Youyou Wang; Chia-Kai Liang },
publisher = {IEEE SigPort},
title = {STEADIFACE: REAL-TIME FACE-CENTRIC STABILIZATION ON MOBILE PHONES},
year = {2019} }
TY - EJOUR
T1 - STEADIFACE: REAL-TIME FACE-CENTRIC STABILIZATION ON MOBILE PHONES
AU - Fuhao Shi; Sung-Fang Tsai; Youyou Wang; Chia-Kai Liang
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4830
ER -
Fuhao Shi, Sung-Fang Tsai, Youyou Wang, Chia-Kai Liang. (2019). STEADIFACE: REAL-TIME FACE-CENTRIC STABILIZATION ON MOBILE PHONES. IEEE SigPort. http://sigport.org/4830
Fuhao Shi, Sung-Fang Tsai, Youyou Wang, Chia-Kai Liang, 2019. STEADIFACE: REAL-TIME FACE-CENTRIC STABILIZATION ON MOBILE PHONES. Available at: http://sigport.org/4830.
Fuhao Shi, Sung-Fang Tsai, Youyou Wang, Chia-Kai Liang. (2019). "STEADIFACE: REAL-TIME FACE-CENTRIC STABILIZATION ON MOBILE PHONES." Web.
1. Fuhao Shi, Sung-Fang Tsai, Youyou Wang, Chia-Kai Liang. STEADIFACE: REAL-TIME FACE-CENTRIC STABILIZATION ON MOBILE PHONES [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4830