Gain Adaptive Real-Time Stereo Streaming

作者: D Gallup , S. J. Kim , Jan-Michael Frahm , A Akbarzadeh , Q Yang

DOI:

关键词: Artificial intelligenceComputer scienceDynamic rangeGraphics processing unitStereo cameraCentral processing unitKey (cryptography)BrightnessFeature (computer vision)Computer visionPipeline (computing)

摘要: This paper introduces a multi-view stereo matcher that gen- erates depth in real-time from monocular video stream of static scene. A key feature our processing pipeline is it estimates global camera gain changes the tracking stage and eciently compensates for these without impacting performance. very important outdoor applications where brightness range often far exceeds dynamic camera. Real-time per- formance achieved by leveraging power graphics unit (GPU) addition to CPU. We demonstrate eectiveness approach on videos urban scenes recorded vehicle-mounted with auto-gain enabled.

参考文章(20)
Marc Pollefeys, Reinhard Koch, Luc Van Gool, Self-Calibration and Metric Reconstruction Inspite of Varying and Unknown Intrinsic Camera Parameters International Journal of Computer Vision. ,vol. 32, pp. 7- 25 ,(1999) , 10.1023/A:1008109111715
D. Nister, Automatic passive recovery of 3D from images and video international symposium on 3d data processing visualization and transmission. pp. 438- 445 ,(2004) , 10.1109/3DPVT.2004.36
Olivier Faugeras, Three-dimensional computer vision: a geometric viewpoint computer aided architectural design futures. ,vol. 29, ,(1993)
Richard Hartley, Andrew Zisserman, Multiple view geometry in computer vision ,(2000)
Simon Baker, Iain Matthews, Lucas-Kanade 20 Years On: A Unifying Framework International Journal of Computer Vision. ,vol. 56, pp. 221- 255 ,(2004) , 10.1023/B:VISI.0000011205.11775.FD
A. Akbarzadeh, J.-M. Frahm, P. Mordohai, B. Clipp, C. Engels, D. Gallup, P. Merrell, M. Phelps, S. Sinha, B. Talton, L. Wang, Q. Yang, H. Stewenius, R. Yang, G. Welch, H. Towles, D. Nister, M. Pollefeys, Towards Urban 3D Reconstruction from Video international symposium on 3d data processing visualization and transmission. pp. 1- 8 ,(2006) , 10.1109/3DPVT.2006.141
Marc Pollefeys, Luc Van Gool, Maarten Vergauwen, Frank Verbiest, Kurt Cornelis, Jan Tops, Reinhard Koch, Visual Modeling with a Hand-Held Camera International Journal of Computer Vision. ,vol. 59, pp. 207- 232 ,(2004) , 10.1023/B:VISI.0000025798.50602.3A
Daniel Scharstein, Richard Szeliski, A taxonomy and evaluation of dense two-frame stereo correspondence algorithms International Journal of Computer Vision. ,vol. 47, pp. 7- 42 ,(2001) , 10.1023/A:1014573219977
Ruigang Yang, M. Pollefeys, Multi-resolution real-time stereo on commodity graphics hardware computer vision and pattern recognition. ,vol. 1, pp. 211- 217 ,(2003) , 10.1109/CVPR.2003.1211356