Real-time preprocessing for dense 3-D range imaging on the GPU: Defect interpolation, bilateral temporal averaging and guided filtering

Proceedings of the IEEE International Conference on Computer Vision

Volumn , Issue , 2011, Pages 1221-1227

  Wasza, Jakob ^a   Bauer, Sebastian ^a   Hornegger, Joachim ^a,b  

^a Pattern Recognition Lab   (Germany)

^b UNIVERSITY OF ERLANGEN NUREMBERG   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

DATA PREPROCESSING; DE-NOISING; DYNAMIC SCENES; EDGE PRESERVING; GPU IMPLEMENTATION; GRAPHICS PROCESSING UNIT; MICROSOFT; NORMALIZED CONVOLUTION; PERFORMANCE STUDY; PHYSICAL LIMITATIONS; RANGE DATA; RANGE IMAGING; RANGE MEASUREMENTS; REAL TIME CONSTRAINTS; RUNTIMES; SAMPLING PRINCIPLE; SCENE ACQUISITION; TEMPORAL AVERAGING; TIME-OF-FLIGHT SENSORS; WORLD COORDINATES;

IMAGE PROCESSING; PIPELINES; PROGRAM PROCESSORS; THREE DIMENSIONAL;

COMPUTER GRAPHICS EQUIPMENT;

EID: 84856626186     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICCVW.2011.6130390     Document Type: Conference Paper

References (24)

1. T. Aach and V. Metzler. Defect Interpolation in Digital Radiography-How Object-Oriented Transform Coding Helps. In Proc. SPIE Medical Imaging, volume 4322, pages 824-835, Feb 2001.
2. V. Aurich and J. Weule. Non-Linear Gaussian Filters Performing Edge Preserving Diffusion. In Proc. DAGM, pages 538-545. Springer, 1995.
3. S. Bauer, J. Wasza, K. M̈uller, and J. Hornegger. 4D Photogeometric Face Recognition with Time-of-Flight Sensors. In Proc. IEEE Workshop on Applications of Computer Vision, 2011.
4. J. Chen, S. Paris, and F. Durand. Real-time edge-aware image processing with the bilateral grid. ACM Trans. Graph., 26, 2007.
5. F. C. Crow. Summed-area tables for texture mapping. In Proc. SIGGRAPH, pages 207-212. ACM, 1984.
6. M. Frank, M. Plaue, and F. A. Hamprecht. Denoising of Continuous-Wave Time-Of-Flight Depth Images using Confidence Measures. Optical Engineering, 48(7), Jul 2009.
7. J. Garcia and Z. Zalevsky. Range mapping using speckle decorrelation. US patent No. 7433024, 2008.
8. M. Harris, S. Sengupta, and J. D. Owens. Parallel Prefix Sum (Scan) with CUDA. In GPU Gems 3. Addison Wesley, Aug 2007.
9. K. He, J. Sun, and X. Tang. Guided Image Filtering. In Proc. European Conference on Computer Vision: Part I, volume 6311, pages 1-14. Springer, 2010.
10. B. Huhle, T. Schairer, P. Jenke, and W. Straßer. Fusion of range and color images for denoising and resolution enhancement with a non-local filter. Computer Vision and Image Understanding, 114:1336-1345, Dec 2010.
11. F. Jargstorff. A framework for image processing. In GPU Gems. Addison Wesley, 2004.
12. H. Knutsson and C.-F. Westin. Normalized and Differential Convolution: Methods for Interpolation and Filtering of Incomplete and Uncertain Data. In Proc. IEEE Conference on Computer Vision and Pattern Recognition, pages 515-523, Jun 1993.
13. A. Kolb, E. Barth, R. Koch, and R. Larsen. Time-of-Flight Sensors in Computer Graphics. In Eurographics 2009-State of the Art Reports, pages 119-134. Eurographics, Mar 2009.
14. M. Lindner, I. Schiller, A. Kolb, and R. Koch. Time-of-Flight sensor calibration for accurate range sensing. Computer Vision and Image Understanding, 114(12):1318-1328, 2010. Special issue on Time-of-Flight Camera Based Computer Vision.
15. K. M̈uller, S. Bauer, J. Wasza, and J. Hornegger. Automatic Multi-modal ToF/CT Organ Surface Registration. In Proceedings of Bildverarbeitung f̈ur die Medizin, pages 154-158, 2011.
16. S. Paris and F. Durand. A Fast Approximation of the Bilateral Filter Using a Signal Processing Approach. International Journal of Computer Vision, 81:24-52, Jan 2009.
17. F. Porikli. Constant time O(1) bilateral filtering. In Proc. IEEE Conference on Computer Vision and Pattern Recognition, pages 1-8, Jun 2008.
18. M. Rapus, S. Munder, G. Baratoff, and J. Denzler. Pedestrian recognition using combined low-resolution depth and intensity images. In IEEE Intelligent Vehicles Symposium, pages 632-636, Jun 2008.
19. P. J. Scḧoffel, W. Harms, G. Sroka-Perez, W. Schlegel, and C. P. Karger. Accuracy of a commercial optical 3D surface imaging system for realignment of patients for radiotherapy of the thorax. Physics in Medicine and Biology, 52(13):3949-3963, Jul 2007.
20. C. Tomasi and R. Manduchi. Bilateral filtering for gray and color images. In Proc. IEEE International Conference on Computer Vision, pages 839-846, 1998.
21. P. Viola and M. Jones. Rapid object detection using a boosted cascade of simple features. In Proc. IEEE Conference on Computer Vision and Pattern Recognition, volume 1, pages I-511-I-518, 2001.
22. J. Wasza, S. Bauer, S. Haase, M. Schmid, S. Reichert, and J. Hornegger. RITK: The range imaging toolkit-a framework for 3-D range image stream processing. In Proceedings of International Workshop on Vision, Modeling, and Visualization, Oct 2011, accepted for publication.
23. Q. Yang, K.-H. Tan, and N. Ahuja. Real-time o(1) bilateral filtering. In Proc. IEEE Conference on Computer Vision and Pattern Recognition, pages 557-564, Jun 2009.
24. S. Yoshizawa, A. Belyaev, and H. Yokota. Fast gauss bilateral filtering. Computer Graphics Forum, 29:60-74(15), 2010.