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Auto-directed video stabilization with robust L1 optimal camera paths

Published: 20 June 2011 Publication History

Abstract

We present a novel algorithm for automatically applying constrainable, L1-optimal camera paths to generate stabilized videos by removing undesired motions. Our goal is to compute camera paths that are composed of constant, linear and parabolic segments mimicking the camera motions employed by professional cinematographers. To this end, our algorithm is based on a linear programming framework to minimize the first, second, and third derivatives of the resulting camera path. Our method allows for video stabilization beyond the conventional filtering of camera paths that only suppresses high frequency jitter. We incorporate additional constraints on the path of the camera directly in our algorithm, allowing for stabilized and retargeted videos. Our approach accomplishes this without the need of user interaction or costly 3D reconstruction of the scene, and works as a post-process for videos from any camera or from an online source.

Cited By

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  • (2023)Computational Long Exposure Mobile PhotographyACM Transactions on Graphics10.1145/359212442:4(1-15)Online publication date: 26-Jul-2023
  • (2023)Robust Video Stabilization based on Motion DecompositionACM Transactions on Multimedia Computing, Communications, and Applications10.1145/358049819:5(1-24)Online publication date: 16-Mar-2023
  • (2023)Deep Online Video Stabilization Using IMU SensorsIEEE Transactions on Multimedia10.1109/TMM.2022.314242925(2047-2060)Online publication date: 1-Jan-2023
  • Show More Cited By

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Published In

cover image Guide Proceedings
CVPR '11: Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition
June 2011
3558 pages
ISBN:9781457703942

Publisher

IEEE Computer Society

United States

Publication History

Published: 20 June 2011

Author Tags

  1. autodirected video stabilization
  2. camera motion
  3. cinematography
  4. constant segments
  5. constrainable L1-optimal camera path
  6. linear programming
  7. linear segments
  8. parabolic segments
  9. robust L1 optimal camera path
  10. undesired motion removal

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Cited By

View all
  • (2023)Computational Long Exposure Mobile PhotographyACM Transactions on Graphics10.1145/359212442:4(1-15)Online publication date: 26-Jul-2023
  • (2023)Robust Video Stabilization based on Motion DecompositionACM Transactions on Multimedia Computing, Communications, and Applications10.1145/358049819:5(1-24)Online publication date: 16-Mar-2023
  • (2023)Deep Online Video Stabilization Using IMU SensorsIEEE Transactions on Multimedia10.1109/TMM.2022.314242925(2047-2060)Online publication date: 1-Jan-2023
  • (2023)Real-Time and Robust Video Stabilization Based on Block-Wised Gradient FeaturesIEEE Transactions on Consumer Electronics10.1109/TCE.2023.330595369:4(1141-1151)Online publication date: 1-Nov-2023
  • (2022)PopStageACM Transactions on Graphics10.1145/3550454.355546741:6(1-13)Online publication date: 30-Nov-2022
  • (2022)LookOut! Interactive Camera Gimbal Controller for Filming Long TakesACM Transactions on Graphics10.1145/350669341:3(1-16)Online publication date: 7-Mar-2022
  • (2022)Survey on Digital Video Stabilization: Concepts, Methods, and ChallengesACM Computing Surveys10.1145/349452555:3(1-37)Online publication date: 3-Feb-2022
  • (2021)GLM-NetProceedings of the 29th ACM International Conference on Multimedia10.1145/3474085.3475556(4211-4219)Online publication date: 17-Oct-2021
  • (2021)Intra- and Inter-frame Iterative Temporal Convolutional Networks for Video StabilizationProceedings of the 3rd ACM International Conference on Multimedia in Asia10.1145/3469877.3490608(1-7)Online publication date: 1-Dec-2021
  • (2020)Layered neural rendering for retiming people in videoACM Transactions on Graphics10.1145/3414685.341776039:6(1-14)Online publication date: 27-Nov-2020
  • Show More Cited By

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