Self-Calibration Spherical Video Stabilization Based on Gyroscope

With the development of handheld video capturing devices, video stabilization becomes increasingly important. The gyroscope-based video stabilization methods perform promising ability, since they can return more reliable three-dimensional (3D) camera rotation estimation, especially when there are ma...

Full description

Bibliographic Details
Main Authors: Zhengwei Ren, Ming Fang, Chunyi Chen
Format: Article
Language:English
Published: MDPI AG 2021-07-01
Series:Information
Subjects:
Online Access:https://www.mdpi.com/2078-2489/12/8/299
id doaj-bd9314f5fdcd4b8db6897efe1313aa41
record_format Article
spelling doaj-bd9314f5fdcd4b8db6897efe1313aa412021-08-26T13:54:07ZengMDPI AGInformation2078-24892021-07-011229929910.3390/info12080299Self-Calibration Spherical Video Stabilization Based on GyroscopeZhengwei Ren0Ming Fang1Chunyi Chen2School of Computer Science and Technology, Changchun University of Science and Technology, Changchun 130022, ChinaSchool of Artificial Intelligence, Changchun University of Science and Technology, Changchun 130022, ChinaSchool of Computer Science and Technology, Changchun University of Science and Technology, Changchun 130022, ChinaWith the development of handheld video capturing devices, video stabilization becomes increasingly important. The gyroscope-based video stabilization methods perform promising ability, since they can return more reliable three-dimensional (3D) camera rotation estimation, especially when there are many moving objects in scenes or there are serious motion blur or illumination changes. However, the gyroscope-based methods depend on the camera intrinsic parameters to execute video stabilization. Therefore, a self-calibrated spherical video stabilization method was proposed. It builds a virtual sphere, of which the spherical radius is calibrated automatically, and then projects each frame of the video to the sphere. Through the inverse rotation of the spherical image according to the rotation jitter component, the dependence on the camera intrinsic parameters is relaxed. The experimental results showed that the proposed method does not need to calibrate the camera and it can suppress the camera jitter by binding the gyroscope on the camera. Moreover, compared with other state-of-the-art methods, the proposed method can improve the peak signal-to-noise ratio, the structural similarity metric, the cropping ratio, the distortion score, and the stability score.https://www.mdpi.com/2078-2489/12/8/299video stabilizationmotion compensationgyroscopespherical rotation
collection DOAJ
language English
format Article
sources DOAJ
author Zhengwei Ren
Ming Fang
Chunyi Chen
spellingShingle Zhengwei Ren
Ming Fang
Chunyi Chen
Self-Calibration Spherical Video Stabilization Based on Gyroscope
Information
video stabilization
motion compensation
gyroscope
spherical rotation
author_facet Zhengwei Ren
Ming Fang
Chunyi Chen
author_sort Zhengwei Ren
title Self-Calibration Spherical Video Stabilization Based on Gyroscope
title_short Self-Calibration Spherical Video Stabilization Based on Gyroscope
title_full Self-Calibration Spherical Video Stabilization Based on Gyroscope
title_fullStr Self-Calibration Spherical Video Stabilization Based on Gyroscope
title_full_unstemmed Self-Calibration Spherical Video Stabilization Based on Gyroscope
title_sort self-calibration spherical video stabilization based on gyroscope
publisher MDPI AG
series Information
issn 2078-2489
publishDate 2021-07-01
description With the development of handheld video capturing devices, video stabilization becomes increasingly important. The gyroscope-based video stabilization methods perform promising ability, since they can return more reliable three-dimensional (3D) camera rotation estimation, especially when there are many moving objects in scenes or there are serious motion blur or illumination changes. However, the gyroscope-based methods depend on the camera intrinsic parameters to execute video stabilization. Therefore, a self-calibrated spherical video stabilization method was proposed. It builds a virtual sphere, of which the spherical radius is calibrated automatically, and then projects each frame of the video to the sphere. Through the inverse rotation of the spherical image according to the rotation jitter component, the dependence on the camera intrinsic parameters is relaxed. The experimental results showed that the proposed method does not need to calibrate the camera and it can suppress the camera jitter by binding the gyroscope on the camera. Moreover, compared with other state-of-the-art methods, the proposed method can improve the peak signal-to-noise ratio, the structural similarity metric, the cropping ratio, the distortion score, and the stability score.
topic video stabilization
motion compensation
gyroscope
spherical rotation
url https://www.mdpi.com/2078-2489/12/8/299
work_keys_str_mv AT zhengweiren selfcalibrationsphericalvideostabilizationbasedongyroscope
AT mingfang selfcalibrationsphericalvideostabilizationbasedongyroscope
AT chunyichen selfcalibrationsphericalvideostabilizationbasedongyroscope
_version_ 1721192520002568192