Using the GPU for fast symmetry-based dense stereo matching in high resolution images

作者: Vasco Mota , Gabriel Falcao , Michel Antunes , Joao Barreto , Urbano Nunes

DOI: 10.1109/ICASSP.2014.6855062

关键词:

摘要: SymStereo is a new algorithm used for stereo estimation. Instead of measuring photo-similarity, it proposes novel cost functions that measure symmetry evaluating the likelihood two pixels being match. In this work we propose parallel approach LogN matching variant capable processing pairs images in real-time depth The power graphics units utilized allows exploring more efficiently bank log-Gabor wavelets developed to analyze symmetry, spectral domain. We tradeoffs and different parameter-izations signal accommodate image size, dimension filter bank, number also disparities controls space density estimation, still process up 53 frames per second (fps) with size 288 × 384 3 fps 768 1024 images.

参考文章(8)
D Gallup, S. J. Kim, Jan-Michael Frahm, A Akbarzadeh, Q Yang, R Yang, D NistΘr, M Pollefeys, Gain Adaptive Real-Time Stereo Streaming ,(2007)
Mamoru Miura, Kinya Fudano, Koichi Ito, Takafumi Aoki, Hiroyuki Takizawa, Hiroaki Kobayashi, GPU implementation of phase-based stereo correspondence and its application international conference on image processing. pp. 1697- 1700 ,(2012) , 10.1109/ICIP.2012.6467205
Michel Antunes, Joao P. Barreto, Stereo estimation of depth along virtual cut planes international conference on computer vision. pp. 2026- 2033 ,(2011) , 10.1109/ICCVW.2011.6130497
M. Antunes, J.P. Barreto, C. Premebida, U. Nunes, Can stereo vision replace a Laser Rangefinder intelligent robots and systems. pp. 5183- 5190 ,(2012) , 10.1109/IROS.2012.6385844
Yong Zhao, Gabriel Taubin, Real-time stereo on GPGPU using progressive multi-resolution adaptive windows Image and Vision Computing. ,vol. 29, pp. 420- 432 ,(2011) , 10.1016/J.IMAVIS.2011.01.007
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
R Kalarot, J Morris, Comparison of FPGA and GPU implementations of real-time stereo vision 2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Workshops. pp. 9- 15 ,(2010) , 10.1109/CVPRW.2010.5543743
Ratheesh Kalarot, John Morris, David Berry, James Dunning, Analysis of Real-Time Stereo Vision Algorithms On GPU hgpu.org. ,(2012)