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Hybrid robotic/virtual pan-tilt-zom cameras for autonomous event recording

Published: 21 October 2013 Publication History

Abstract

We present a method to generate aesthetic video from a robotic camera by incorporating a virtual camera operating on a delay, and a hybrid controller which uses feedback from both the robotic and virtual cameras. Our strategy employs a robotic camera to follow a coarse region-of-interest identified by a realtime computer vision system, and then resamples the captured images to synthesize the video that would have been recorded along a smooth, aesthetic camera trajectory. The smooth motion trajectory is obtained by operating the virtual camera on a short delay so that perfect knowledge of immediate future events is known. Previous autonomous camera installations have employed either robotic cameras or stationary wide-angle cameras with subregion cropping. Robotic cameras track the subject using realtime sensor data, and regulate a smoothness-latency trade-off through control gains. Fixed cameras post-process the data and suffer significant reductions in image resolution when the subject moves freely over a large area.
Our approach provides a solution for broadcasting events from locations where camera operators cannot easily access. We can also offer broadcasters additional actuated camera angles without the overhead of additional human operators. Experiments on our prototype system for college basketball illustrate how our approach better mimics human operators compared to traditional robotic control approaches, while avoiding the loss in resolution that occurs from fixed camera system.

References

[1]
Y. Ariki, S. Kubota, and M. Kumano. Automatic production system of soccer sports video by digital camera work based on situation recognition. In International Symposium on Multimedia, 2006.
[2]
P. Carr, Y. Sheikh, and I. Matthews. Monocular object detection using 3D geometric primitives. In ECCV, 2012.
[3]
F. Chen and C. D. Vleeschouwer. Personalized production of basketball videos from multi-sensored data under limited display resolution. CVIU, 114(6), 2010.
[4]
K. Choi, S. W. Lee, and Y. Seo. Automatic broadcast video generation for ball sports from multiple views. In International Workshop on Advanced Image Technology, 2009.
[5]
M. Christie, P. Olivier, and J.-M. Normand. Camera control in computer graphics. Computer Graphics Forum, 27(8):2197--2218, 2008.
[6]
J. Craig. Introduction to Robotics: Mechanics and Control. Prentice Hall, third edition, 2004.
[7]
S. Daigo and S. Ozawa. Automatic pan control system for broadcasting ball games based on audience's face direction. In ACM Multimedia, 2004.
[8]
A. Dearden, T. Demiris, and O. Grau. Learning models of camera control for imitation in football matches. In International Symposium on Imitation in Animals and Artifacts, 2007.
[9]
A. Farag and A. Abdel-Hakim. Virtual forces for camera planning in smart video systems. In WACV, 2005.
[10]
N. R. Gans, G. Hu, and W. E. Dixon. Keeping multiple objects in the field of view of a single ptz camera. In American Control Conference, 2009.
[11]
M. Gleicher and J. Masanz. Towards virtual videography. In ACM Multimedia, 2000.
[12]
M. L. Gleicher and F. Liu. Re-cinematography: improving the camera dynamics of casual video. In ACM Multimedia, 2007.
[13]
M. Grundmann, V. Kwatra, and I. Essa. Auto-directed video stabilization with robust l1 optimal camera paths. In CVPR, 2012.
[14]
M. Haigh-Hutchinson. Real-Time Cameras. Morgan Kaufmann, 2009.
[15]
R. Hartley and A. Zisserman. Multiple View Geometry in Computer Vision. Cambridge University Press, second edition, 2004.
[16]
S. Katz. Film Directing Shot by Shot. Michael Wiese Productions, 1991.
[17]
K. Kim, D. Lee, and I. Essa. Detecting regions of interest in dynamic scenes with camera motions. In CVPR, 2012.
[18]
S.-J. Kim, K. Koh, S. Boyd, and D. Gorinevsky. L1 trend filtering. SIAM Review, 51(2), 2009.
[19]
D. Nieuwenhuisen and M. Overmars. Motion planning for camera movements. In ICRA, 2004.
[20]
J. Owens. Television Sports Production. Focal Press, 2007.
[21]
C. Pinhanez and A. Bobick. Intelligent studios: Using computer vision to control TV cameras. In IJCAI Workshop on Entertainment and AI, 1995.
[22]
R. Stanciu and P. Oh. Designing visually servoed tracking to augment camera teleoperators. In IROS, 2002.
[23]
X. Sun, J. Foote, D. Kimber, and B. S. Manjunath. Region of interest extraction and virtual camera control based on panoramic video capturing. IEEE Transactions on Multimedia, 7(5), 2005.
[24]
T. Yokoi and H. Fujiyoshi. Virtual camerawork for generating lecture video from high resolution images. In ICME, 2010.
[25]
C. Zhang, Z. Liu, Z. Zhang, and Q. Zhao. Semantic saliency driven camera control for personal remote collaboration. In International Workshop on Multimedia Signal Processing, 2008.
[26]
C. Zhang, Y. Rui, J. Crawford, and L.-W. He. An automated end-to-end lecture capture and broadcasting system. ACM Transactions on Multimedia Computing, Communications and Applications, 4(1), 2008.

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  • (2021)Enabling Robot-assisted Motion Capture with Human Scale Tracking OptimizationProceedings of the 27th ACM Symposium on Virtual Reality Software and Technology10.1145/3489849.3489881(1-6)Online publication date: 8-Dec-2021
  • (2021)Active Visual SLAM with Independently Rotating Camera2021 European Conference on Mobile Robots (ECMR)10.1109/ECMR50962.2021.9568791(1-8)Online publication date: Aug-2021
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cover image ACM Conferences
MM '13: Proceedings of the 21st ACM international conference on Multimedia
October 2013
1166 pages
ISBN:9781450324045
DOI:10.1145/2502081
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

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Publication History

Published: 21 October 2013

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Author Tags

  1. camera
  2. control
  3. planning
  4. tracking

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MM '13
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MM '13: ACM Multimedia Conference
October 21 - 25, 2013
Barcelona, Spain

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MM '13 Paper Acceptance Rate 47 of 235 submissions, 20%;
Overall Acceptance Rate 995 of 4,171 submissions, 24%

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MM '24
The 32nd ACM International Conference on Multimedia
October 28 - November 1, 2024
Melbourne , VIC , Australia

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Cited By

View all
  • (2024)PlayNet: real-time handball play classification with Kalman embeddings and neural networksThe Visual Computer: International Journal of Computer Graphics10.1007/s00371-023-02972-140:4(2695-2711)Online publication date: 1-Apr-2024
  • (2021)Enabling Robot-assisted Motion Capture with Human Scale Tracking OptimizationProceedings of the 27th ACM Symposium on Virtual Reality Software and Technology10.1145/3489849.3489881(1-6)Online publication date: 8-Dec-2021
  • (2021)Active Visual SLAM with Independently Rotating Camera2021 European Conference on Mobile Robots (ECMR)10.1109/ECMR50962.2021.9568791(1-8)Online publication date: Aug-2021
  • (2020)As Seen on TV: Automatic Basketball Video Production using Gaussian-based Actionness and Game States Recognition2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)10.1109/CVPRW50498.2020.00455(3911-3920)Online publication date: Jun-2020
  • (2019)Pursuit Sensing: Extending Hand Tracking Space in Mobile VR ApplicationsSymposium on Spatial User Interaction10.1145/3357251.3357578(1-5)Online publication date: 19-Oct-2019
  • (2019)Autonomous UAV CinematographyACM Computing Surveys10.1145/334771352:5(1-33)Online publication date: 13-Sep-2019
  • (2019)Scalable 360° Video Stream Delivery: Challenges, Solutions, and OpportunitiesProceedings of the IEEE10.1109/JPROC.2019.2894817107:4(639-650)Online publication date: Apr-2019
  • (2019)Proposed Methods for Real-Time Visualization of Panoramic Stadium Tribune Images in High Resolution2019 11th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops (ICUMT)10.1109/ICUMT48472.2019.8970920(1-5)Online publication date: Oct-2019
  • (2019)Computational UAV Cinematography for Intelligent Shooting Based on Semantic Visual Analysis2019 IEEE International Conference on Image Processing (ICIP)10.1109/ICIP.2019.8803630(4155-4159)Online publication date: Sep-2019
  • (2018)Computational UAV Cinematography for Intelligent A/V Shooting Based on Semantic Visual AnalysisProceedings of the 1st International Workshop on Multimedia Content Analysis in Sports - MMSports'1810.1145/3265845.3265857(31-38)Online publication date: 2018
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