An FPGA-Based Real-Time System for 3D Stereo Matching, Combining Absolute Differences and Census with Aggregation and Belief Propagation

被引:1
作者
Papadimitriou, Kyprianos [1 ]
Thomas, Sotiris [1 ]
Dollas, Apostolos [1 ]
机构
[1] Tech Univ Crete Akrotiri, Sch ECE, Khania 73100, Greece
来源
VLSI-SOC: AT THE CROSSROADS OF EMERGING TRENDS | 2015年 / 461卷
关键词
Stereo matching; Correspondence problem; Real-time; Field programmable gate arrays; Absolute differences; Census; Belief propagation; VISION;
D O I
10.1007/978-3-319-23799-2_8
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The implementation of 3D stereo matching in real time is an important problem for many vision applications and algorithms. The current work, extending previous results by the same authors, presents in detail an architecture which combines the methods of Absolute Differences, Census, and Belief Propagation in an integrated architecture suitable for implementation with Field Programmable Gate Array (FPGA) logic. Emphasis on the present work is placed on the justification of dimensioning the system, as well as detailed design and testing information for a fully placed and routed design to process 87 frames per sec (fps) in 1920 x 1200 resolution, and a fully implemented design for 400 x 320 which runs up to 1570 fps.
引用
收藏
页码:168 / 187
页数:20
相关论文
共 18 条
[1]  
[Anonymous], 1982, Computer Vision
[2]   A novel algorithm and hardware architecture for fast video-based shape reconstruction of space debris [J].
Di Carlo, Stefano ;
Prinetto, Paolo ;
Rolfo, Daniele ;
Sansonne, Nicola ;
Trotta, Pascal .
EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2014, :1-19
[3]  
Hadjitheophanous S, 2010, DES AUT TEST EUROPE, P1743
[4]   A fast stereo matching algorithm suitable for embedded real-time systems [J].
Humenberger, Martin ;
Zinner, Christian ;
Weber, Michael ;
Kubinger, Wilfried ;
Vincze, Markus .
COMPUTER VISION AND IMAGE UNDERSTANDING, 2010, 114 (11) :1180-1202
[5]   Fast and Accurate Stereo Vision System on FPGA [J].
Jin, Minxi ;
Maruyama, Tsutomu .
ACM TRANSACTIONS ON RECONFIGURABLE TECHNOLOGY AND SYSTEMS, 2014, 7 (01)
[6]   FPGA Design and Implementation of a Real-Time Stereo Vision System [J].
Jin, S. ;
Cho, J. ;
Pham, X. D. ;
Lee, K. M. ;
Park, S. -K. ;
Kim, M. ;
Jeon, J. W. .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2010, 20 (01) :15-26
[7]  
Kalarot R., 2010, Proc. IEEE Computer Society Conf. Computer Vision and Pattern Recognition Workshops (CVPRW), P9
[8]  
Konolige Kurt., 1997, Eighth International Symposium on Robotics Research, P111
[9]  
Marr D., 1982, Vision
[10]  
Masrani DK, 2006, LECT NOTES COMPUT SC, V3852, P42