Title :
Parallel Multi-Temporal Remote Sensing Image Change Detection on GPU
Author :
Zhu, Huming ; Cao, Yu ; Zhou, Zhiqiang ; Gong, Maoguo
Author_Institution :
Key Lab. of Intell. Perception & Image Understanding of Minist. of Educ. of China, Xidian Univ., Xian, China
Abstract :
Change detection is an important technique in damage assessment area. As the amount of remote sensing images and the complexity of algorithms rise, the demand for processing power is increasing. In this paper, we propose PLog-FLCM, a parallel algorithm for change detection. It is implemented on AMD Accelerated Parallel Processing (APP) SDK v2 based on Open Computing Language. The parallel characteristics and implementation details of the proposed PLog-FLICM algorithm are presented. Experiments on several Synthetic Aperture Radar(SAR) images demonstrate that the proposed algorithm outperform other algorithms, and the designed parallel algorithm can greatly reduce the computational time of change detection algorithm. It has achieved speedups of between 63 and 145 times on AMD Radeon HD 6870 Graphics Processing Unit (GPU).
Keywords :
geophysical image processing; graphics processing units; object detection; parallel algorithms; radar imaging; remote sensing; synthetic aperture radar; AMD Radeon HD 6870 graphics processing unit; AMD accelerated parallel processing; APP SDK v2; GPU; PLog-FLICM algorithm; SAR images; computational time reduction; damage assessment area; open computing language; parallel algorithm; parallel multitemporal remote sensing image change detection; processing power demand; synthetic aperture radar; Acceleration; Algorithm design and analysis; Change detection algorithms; Clustering algorithms; Graphics processing unit; Remote sensing; Standards; Change Detection; GPU; Multi-Temporal Analysis; Parallel Algorithm; Remote Sensing Image;
Conference_Titel :
Parallel and Distributed Processing Symposium Workshops & PhD Forum (IPDPSW), 2012 IEEE 26th International
Conference_Location :
Shanghai
Print_ISBN :
978-1-4673-0974-5
DOI :
10.1109/IPDPSW.2012.234