Experimental Study in Error Vector Magnitude of Bidirectional Confidential with Median Filter on Spatial Domain Optical Flow under Non Gaussian Noise Contamination
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Published:
May 2, 2016
Keywords:
Spatial domain optical flow Non- Gaussian noise Motion estimation EVM
Main Article Content
Abstract
In this paper, we focus on the robustness in noise tolerance of spatial domain optical flow and we present a performance study of bidirectional confidential with median filter on spatial domain optical flow (spatial correlation, local based, and global based) under non Gaussian noise where several noise tolerance models on spatial domain optical flow are used in comparison. The experiment results are investigated on robustness under noisy condition by using non Gaussian noise (Poisson Noise, Salt & Pepper noise, and Speckle Noise) in contamination with several standard sequences. The experiment concentrates on Error Vector Magnitude (EVM) as a performance indicator where the result in motion vector (MV) of each method is used to compare with the ground truth vector in the experimental performance analysis.
Article Details
How to Cite
Kesrarat, D., & Patanavijit, V. (2016). Experimental Study in Error Vector Magnitude of Bidirectional Confidential with Median Filter on Spatial Domain Optical Flow under Non Gaussian Noise Contamination. ECTI Transactions on Electrical Engineering, Electronics, and Communications, 14(2), 1–10. https://doi.org/10.37936/ecti-eec.2016142.171135
Section
Signal Processing
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References
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[8] D. Kesrarat. and V. Patanavijit, "Experimental Performance Analysis of High Condence Reliability Based on Differential Optical Flow Algorithms over AWGN Sequences with Sub-Pixel Displacement," In proceeding of Intelligent Signal Processing and Communication Systems (IS-PACS), pp. 1-6, 2011.
[9] D. Kesrarat. and V. Patanavijit, "A Novel Robust and High Reliability Spatial Correlation Optical Flow Algorithm Based on Median Motion Estimation and Bidirectional Symmetry Flow Technique," In proceeding of Intelligent Signal Processing and Communication Systems (ISPACS), pp. 1-6, 2011.
[10] D. Kesrarat. and V. Patanavijit, "A Novel Robust and High Reliability for Lucas-Kanade Optical Flow Algorithm Using Median Filter and Confidence Based Technique," In proceeding of the 8th IEEE Workshops of International Conference on Advanced Information Networking and Applications (WAINA), pp. 312-317, 2012.
[11] D. Kesrarat. and V. Patanavijit, "An Alternative Robust and High Reliability Optical Flow based on Horn-Schunck Algorithm Using Median Filter and Condence Based Technique," In proceeding of Electrical Engineering / Electronics, Computer, Telecommunications and Information Technology (ECTI), pp. 1-4, 2012.
[12] D. Kesrarat. and V. Patanavijit, "Experimental Analysis of Performance Comparison on Both Linear Filter and Bidirectional Confidential Technique for Spatial Domain Optical Flow Algorithm," The Electrical Engineering/Electronics, Computer, Communications and Information Technology Association (ECTI) Transactions on Computer and Information Technology, Vol. 7, No.2, pp. 157-168, 2013.
[13] D. Kesrarat. and V. Patanavijit, "Experimental Study of Bidirectional Confidential with Median Filter on Global Based Optical Flow Model under Non-Gaussian Noise Contamination," In proceeding of Electrical Engineering / Electronics, Computer, Telecommunications and Information Technology (ECTI), pp. 1-5, 2015.
[14] D. Kesrarat. and V. Patanavijit, "Experimental Efficiency Analysis in Robust Models of Spatial Correlation Optical Flow Methods under Non-Gaussian Noisy Contamination," In proceeding of Electrical Engineering / Electronics, Computer, Telecommunications and Information Technology (ECTI), pp. 1-6, 2013.
[15] D. Kesrarat. and V. Patanavijit, "Experimental Study Efficiency of Robust Models of Lucas Kanade Optical Flow Algorithms in the Present of Non-Gaussian Noise," In proceeding of International Conference on Knowledge and Smart Technology (KST), pp. 1-6, 2012.
[2] B.D. Lucas and T. Kanade, "An Iterative Image Registration Technique with an Application to Stereo Vision," In proceeding of Defense Advanced Research Projects Agency (DARPA) Image Understanding Workshop, pp. 121-130, 1981.
[3] B.K.P. Horn and B.G. Schunck, "Determining Optical Flow," Artificial Intelligence, Vol. 17, pp. 185-203, 1981.
[4] J.L. Barron, D.J. Fleet, and S.S. Beauchemin, "Performance of Optical Flow Techniques," International Journal of Computer Vision, Vol. 12, pp. 43-77, 1994.
[5] R. Li and S. Yu, "Condence Based and Signal Processing," (ICASSP), pp. 785-788, 2008.
[6] T. Kondo and W. Kongpawechnon, "Robust Motion Estimation Methods Using Gradient Orientation Information," ScienceAsia. 35 (Journal of The Science Society of Thailand), Vol. 2, pp. 196-202, 2009.
[7] D. Kesrarat. and V. Patanavijit, "Performance Evaluation of Differential Optical Flow Algorithms Based on High Confidence Reliability with Sub-Pixel Displacement," In proceeding of the 33rd Electrical Engineering Conference (EECON), pp. 1305-1308, 2010.
[8] D. Kesrarat. and V. Patanavijit, "Experimental Performance Analysis of High Condence Reliability Based on Differential Optical Flow Algorithms over AWGN Sequences with Sub-Pixel Displacement," In proceeding of Intelligent Signal Processing and Communication Systems (IS-PACS), pp. 1-6, 2011.
[9] D. Kesrarat. and V. Patanavijit, "A Novel Robust and High Reliability Spatial Correlation Optical Flow Algorithm Based on Median Motion Estimation and Bidirectional Symmetry Flow Technique," In proceeding of Intelligent Signal Processing and Communication Systems (ISPACS), pp. 1-6, 2011.
[10] D. Kesrarat. and V. Patanavijit, "A Novel Robust and High Reliability for Lucas-Kanade Optical Flow Algorithm Using Median Filter and Confidence Based Technique," In proceeding of the 8th IEEE Workshops of International Conference on Advanced Information Networking and Applications (WAINA), pp. 312-317, 2012.
[11] D. Kesrarat. and V. Patanavijit, "An Alternative Robust and High Reliability Optical Flow based on Horn-Schunck Algorithm Using Median Filter and Condence Based Technique," In proceeding of Electrical Engineering / Electronics, Computer, Telecommunications and Information Technology (ECTI), pp. 1-4, 2012.
[12] D. Kesrarat. and V. Patanavijit, "Experimental Analysis of Performance Comparison on Both Linear Filter and Bidirectional Confidential Technique for Spatial Domain Optical Flow Algorithm," The Electrical Engineering/Electronics, Computer, Communications and Information Technology Association (ECTI) Transactions on Computer and Information Technology, Vol. 7, No.2, pp. 157-168, 2013.
[13] D. Kesrarat. and V. Patanavijit, "Experimental Study of Bidirectional Confidential with Median Filter on Global Based Optical Flow Model under Non-Gaussian Noise Contamination," In proceeding of Electrical Engineering / Electronics, Computer, Telecommunications and Information Technology (ECTI), pp. 1-5, 2015.
[14] D. Kesrarat. and V. Patanavijit, "Experimental Efficiency Analysis in Robust Models of Spatial Correlation Optical Flow Methods under Non-Gaussian Noisy Contamination," In proceeding of Electrical Engineering / Electronics, Computer, Telecommunications and Information Technology (ECTI), pp. 1-6, 2013.
[15] D. Kesrarat. and V. Patanavijit, "Experimental Study Efficiency of Robust Models of Lucas Kanade Optical Flow Algorithms in the Present of Non-Gaussian Noise," In proceeding of International Conference on Knowledge and Smart Technology (KST), pp. 1-6, 2012.