INCOPRATING CUDA IN HADOOP IMAGE PROCESSSING INTERFACE FOR DISTRIBUTED IMAGE PROCESSING
Abstract & Details
Research Area
Computer Engineering
Keywords
Hadoop
CUDA
GPU
GPGPU
Distributed system
Parallel system
Abstract
This paper presents parallel processing based on integrated approach of Hadoop and CUDA for large scale image processing. It makes the use of high reliability, scalability and fault tolerance capability of Hadoop system and high computing power of CUDA for processing huge amount of images in highly efficient manner.so the main aim is to improve performance of image processing task by using features of both, Hadoop and CUDA and to overcome the problem that are occur while processing large no of images in customary sequential manner. The proposed model serves as a good candidate solution for both type of applications i.e. data intensive application and compute intensive application. As Hadoop performs well for data intensive application through the use of HDFS and CUDA serves best in case of compute intensive application, integration of both the framework provides faster execution for image processing task. Image storage is provided through Hadoop Distributed File System and Map and Reduce primitive of Hadoop Mapreduce will be performed using CUDA on GPU.
License
This work is licensed under a Creative
Commons
Attribution-ShareAlike 4.0 International License.
Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Helly Patel | L.J.I.E.T. |
| 2 | Krunal Panchal | L.J.I.E.T. |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Patel, Helly & Panchal, Krunal (2016). INCOPRATING CUDA IN HADOOP IMAGE PROCESSSING INTERFACE FOR DISTRIBUTED IMAGE PROCESSING. International Journal of Advance Research and Innovative Ideas In Education, 2(4), 93-98.
MLA Style
Patel, Helly, and Krunal Panchal. "INCOPRATING CUDA IN HADOOP IMAGE PROCESSSING INTERFACE FOR DISTRIBUTED IMAGE PROCESSING." International Journal of Advance Research and Innovative Ideas In Education, vol. 2, no. 4, 2016, pp. 93-98.
IEEE Style
Helly Patel and Krunal Panchal, "INCOPRATING CUDA IN HADOOP IMAGE PROCESSSING INTERFACE FOR DISTRIBUTED IMAGE PROCESSING," International Journal of Advance Research and Innovative Ideas In Education, vol. 2, no. 4, pp. 93-98, 2016.
Vancouver Style
Patel Helly, Panchal Krunal. INCOPRATING CUDA IN HADOOP IMAGE PROCESSSING INTERFACE FOR DISTRIBUTED IMAGE PROCESSING. International Journal of Advance Research and Innovative Ideas In Education. 2016;2(4):93-98.
Harvard Style
Patel, Helly & Panchal, Krunal (2016) 'INCOPRATING CUDA IN HADOOP IMAGE PROCESSSING INTERFACE FOR DISTRIBUTED IMAGE PROCESSING', International Journal of Advance Research and Innovative Ideas In Education, 2(4), pp. 93-98.
Chicago Style
Patel, Helly and Krunal Panchal. "INCOPRATING CUDA IN HADOOP IMAGE PROCESSSING INTERFACE FOR DISTRIBUTED IMAGE PROCESSING." International Journal of Advance Research and Innovative Ideas In Education 2, no. 4 (2016): 93-98.
Turabian Style
Patel, Helly and Krunal Panchal. "INCOPRATING CUDA IN HADOOP IMAGE PROCESSSING INTERFACE FOR DISTRIBUTED IMAGE PROCESSING." International Journal of Advance Research and Innovative Ideas In Education 2, no. 4 (2016): 93-98.
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