Title :
A GPU based image matching approach for DEM generation using stereo imagery
Author :
Gupta, Ashutosh ; Naidu, S. Devakanth ; Srinivasan, T.P. ; Krishna, B. Gopala
Author_Institution :
Space Applic. Centre (ISRO), Ahmedabad, India
Abstract :
Derivation of height information from stereo images is a trivial problem in the field of photogrammetry, remote sensing and computer vision. The algorithms for generation of height information from the stereo imagery in the form of Digital Elevation Model (DEM) primarily involve computationally complex image matching procedures. In this paper, we propose a Graphic Processing Units (GPU) based method that significantly improves the computational performance of the hierarchical image matching technique used for DEM generation. We have compared our results against single and multithreaded CPU based implementations. Experiments performed on Chandrayaan-1 Terrain Mapping Camera stereo image datasets using the Nvidia Tesla M2070 GPU show that the new method can perform as fast as 138 times compared to single threaded implementation and 5 times compared to a multithreaded implementation running on a multi CPU system.
Keywords :
computational complexity; digital elevation models; graphics processing units; image matching; stereo image processing; Chandrayaan-1 terrain mapping camera stereo image datasets; DEM generation; GPU based image matching approach; Nvidia Tesla M2070 GPU; computational complexity; computer vision; digital elevation model; graphic processing units; height information; multi CPU system; photogrammetry; remote sensing; Acceleration; Correlation; Graphics processing unit; Image matching; Instruction sets; Kernel; Stereo vision; Compute Unified Device Architecture (CUDA); DEM; General-Purpose computation on GPU (GPGPU); Hierarchical Image Matching; Normalized Cross Correlation (NCC);
Conference_Titel :
Engineering (NUiCONE), 2011 Nirma University International Conference on
Conference_Location :
Ahmedabad, Gujarat
Print_ISBN :
978-1-4577-2169-4
DOI :
10.1109/NUiConE.2011.6153229