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http://dx.doi.org/10.7840/kics.2015.40.6.1175

Up-Sampling Method of Depth Map Using Weighted Joint Bilateral Filter  

Oh, Dong-ryul (Sungkyunkwan University, College of Information and Communication Engineering & Department of Human ICT Convergence)
Oh, Byung Tae (Korea Aerospace University, School of Electronics, Telecommunication and Computer Engineering)
Shin, Jitae (Sungkyunkwan University, School of Electronic and Electrical Engineering)
Abstract
A depth map is an image which contains 3D distance information. Generally, it is difficult to acquire a high resolution (HD), noise-removed, good quality depth map directly from the camera. Therefore, many researches have been focused on acquisition of the high resolution and the good quality depth map by up-sampling and pre/post image processing of the low resolution depth map. However, many researches are lack of effective up-sampling for the edge region which has huge impact on image perceptual-quality. In this paper, we propose an up-sampling method, based on joint bilateral filter, which improves up-sampling of the edge region and visual quality of synthetic images by adopting different weights for the edge parts that is sensitive to human perception characteristics. The proposed method has gains in terms of PSNR and subjective video quality compared to previous researches.
Keywords
Depth map; 3D rendering; Up-sampling; Bilateral filter; Joint bilateral filter;
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Times Cited By KSCI : 4  (Citation Analysis)
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1 W. S. Cheong, K. J. Yun, G. Bang, G. S. Lee, and N. H. Hur, "A trend of multiview 3DTV technologies and standardization," Etri. Electron. Telecommun. Trends, vol. 29, issue. 3, pp. 17- 26, Jun. 2014.
2 Y. S. Ho, "Improve quality of the depth-map upsampling technology," Broadcasting & Technol. Mag., vol. 215, pp. 158-163, Nov. 2013.
3 R. Cheng and K. Nahrstedt, "Empirical study of 3d video source coding for autostereoscopic displays," in Proc. ACM. Conf. Multimedia, pp. 573-576, Augsburg, Germany, Sept. 2007.
4 C. Fehn, "Depth-image-based rendering (DIBR), compression and transmission for a new approach on 3D-TV," in Proc. SPIE. Conf. Stereoscopic Displays and Virtual Reality Systems XI, pp. 93-104, San Jose, CA, USA, May 2004.
5 K. Muller, P. Merkle, and T. Wiegand, "3-D video representation using depth maps," in Proc. IEEE., vol. 99, no. 4, pp. 643-656, Apr. 2011.
6 S. B. Lee and Y. S. Ho, "Real-time eye contact system using a kinect depth camera for realistic telepresence," J. KICS., vol. 37C, no. 4, pp. 277-282, May 2012.
7 J. H. Kim, J. W. Choi, and K. H. Son, "Depth map resolution and quality enhancement based on edge preserving interpolation," in Proc. KSBE Conf., pp. 8-10, Seoul, Korea, Nov. 2011.
8 J. W. Choi, D. B. Min, B. S. Ham, and K. H. Sohn, "Spatial and temporal up-conversion technique for depth video," in Proc. IEEE Conf. Image Processing, pp. 3525-3528, Cairo, Egypt, Nov. 2009.
9 X. Zhu, X. Song, and X. Chen, "Image guided depth map upsampling using anisotropic TV-L2," IEEE Signal Process. Lett., vol. 22, pp. 318-321, Mar. 2015.   DOI   ScienceOn
10 C. Tomasi and R. Manduchi, "Bilateral filtering for gray and color images," in Proc. IEEE Conf. Computer Vision, pp. 839-846, Bombay, India, Jan. 1998.
11 S. Paris, P. Kornprobst, J. Tumblin, and F. Durand, "Bilateral filtering : Theory and applications," Foundations and Trends in Computer Graphics and Vision, vol. 4, no. 1, 2008.
12 G. Petschnigg, R. Szeliski, M. Agrawala, M. Cohen, H. Hoppe, and K. Toyama, "Digital photography with flash and no-flash image pairs," ACM Trans. Graph, vol. 23, no. 3, pp. 664-672, Aug. 2004.   DOI   ScienceOn
13 E. Eisemann and F. Durand, "Flash photography enhancement via intrinsic relighting," ACM Trans. Graph, vol. 23, no. 3, pp. 673-678, Aug. 2004.   DOI   ScienceOn
14 J. Kopf, M. F. Cohen, D. Lischinski, and M. Uyttendaele, "Joint bilateral upsampling," ACM Trans. Graph, vol. 26, no. 3, Jul. 2007.
15 J. H. Kim, G. G. Jeon, and J. C. Jeong, "Joint-adaptive bilateral depth map upsampling," Elsevier, Signal Processing- Image Commun., vol. 29, no. 4, pp. 506-513, Apr. 2014.   DOI   ScienceOn
16 T. W. Kim, J. H. Kim, M. W. Park, and J. T. Shin, "Hybrid down-sampling method of depth map based on moving objects," J. KICS., vol. 37A, no. 11, pp. 918-926, Nov. 2012.   DOI
17 M. S. Ko and J. S. Yoo, "Boundary noise removal and hole filling algorithm for virtual viewpoint image generation," J. KICS., vol. 37A, no. 8, pp. 679-688, Aug. 2012.
18 T. W. Bae and Y. T. Kim, "Small target detection method using bilateral filter based on surrounding statistical feature," J. Korea Multimedia Soc., vol. 16, No. 6, pp. 756-763, Jun. 2013.   DOI   ScienceOn