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Comparative performance analysis of various digital image edge detection techniques with hybrid edge detection technique which is developed by combining second order derivative techniques log and Canny | ||
| International Journal of Nonlinear Analysis and Applications | ||
| دوره 13، Special Issue for selected papers of ICDACT-2021، خرداد 2022، صفحه 89-95 اصل مقاله (430.66 K) | ||
| نوع مقاله: Research Paper | ||
| شناسه دیجیتال (DOI): 10.22075/ijnaa.2022.6334 | ||
| نویسندگان | ||
| Pratima Dubey* 1؛ Prashant Kumar Dubey1؛ Mayank Sharma2؛ Soni Changlani3 | ||
| 1Department of Electronics and Comm. Engineering, S. V. Polytechnic College, Bhopal, (M.P.), India | ||
| 2Mathematics Division, SASL, VIT University Bhopal, (M.P.), India | ||
| 3Department of Electronics and Comm. Engineering, LNCT College, Bhopal (M.P.), India | ||
| تاریخ دریافت: 19 مرداد 1400، تاریخ بازنگری: 30 آذر 1400، تاریخ پذیرش: 29 دی 1400 | ||
| چکیده | ||
| Edge detection is a digital image processing technique to find the boundaries or edges of an image or object through brightness discontinuity. There are many operators to get boundaries or edges but we need more effective and accurate methods. This paper will provide a comparison of hybrid techniques that combine second-order derivative techniques Log and Canny, With Conventional Sobel, Prewitt, Roberts, Canny and Log Operators Edge Detector Techniques With regard to visual inspection, Mean Square Error (MSE), Root Mean Square Error (RMSE), signal to noise ratio (SNR), peak signal to noise ratio (PSNR), mean-absolute error (MAE) and Bit error, etc. | ||
| کلیدواژهها | ||
| Hybrid technique؛ Sobel operator؛ Prewitt operator؛ Roberts operator؛ canny operator؛ log operator؛ Edge detection؛ mean square error (MSE)؛ Root mean square error (RMSE)؛ mean absolute error (MAE)؛ signal to noise ratio(SNR)؛ Peak Signal to noise ratio (PSNR)؛ Bit error | ||
| مراجع | ||
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[1] D. Poobathy and R. Manicka, Edge detection operators: Peak signal to noise ratio based comperison, I. J. Image, Graphics and Signal Process. 10 (2014), 55–61. [2] A. Nath, Image denoising algorithms: A comparative study of different filtration approaches used in image restoration, Commun. Syst. Network Technol. Int. Conf. 2013, p. 157–163. [3] C. Saxena and D. Kourav, Noises and image denoising techniques: A brief survey, Int. J. Emerg. Technol. Adv. Engin. 4 (2014), no. 3, 878–885. [4] V. Rani, A brief study of various noise model and filtering techniques, J. Glob. Res. Comput. Sci. 4 (2013), no. 4, 166–171.[5] M. Aggarwal, R. Kaur and B. Kaur, A review of denoising filters in image restoration, Int. J. Current Res. Acad. Rev. 2 (2014), no. 3, 83–89. [6] J. Patil and S. Jadav, A comparative study of image denoising techniques, Int. J. Innov. Res. Sci. Engin. Technol. 2 (2013), no. 3. [7] R.M. Yousaf, H.A. Habib, H. Dawood and S. Shafiq, A comparative study of various edge detection methods, 14th Int. Conf. Comput. Intell. Secur. IEEE, 2018, p. 96–99. [8] D. Poobathy and R. Monicka Chezian, Recognizing and mining various objects from digital image, Proc. 2nd Int. Conf. Comput. Appl. Inf. Technol. 2013, p. 89–93. [9] S. Vijayarani and M. Vinupriya, Performance analysis of Canny and Sobel edge detection algorithms in image mining, Int. J. Innov. Res. Comput. Commun. Engin. 1 (2013), no. 8, 1760-1767. [10] R.C. Gonzalez, R.E. Woods and S.L. Eddins, Digital image processing using Matlab, Saddle River, NJ: Pearson Prentice Hall, 2004. [11] A.D. Chitra, P. Ponmuthuramalingam, An approach for Canny edge detection algorithm on face recognition, Int. J. Sci. Res. 4 (2015), no. 11, 24–27. [12] G.T. Shrivakshan and C. Chandrasekar, A comparison of various edge detection techniques used in image processing, Int. J. Comput. Sci. 9 (2012), no. 5, 1694-0814. [13] G.M.H. Amer, A.M. Abushaala, Edge Detection Methods, 2nd World Symp. Web Appl. Network. IEEE, 2015, p. 1–7. [14] D. Kornack, P. Rakic, R. Tsuruta and D.-J. Kang, Cell proliferation without neurogenesis in, Quant. Assess. Vulner. Critical Inf. Syst. A New Method Eval. Secur. Enhanc. Int. J. Inf. Manag. 28 (2008), 483–491 [15] M. Kumar and R. Saxena, Algorithm and technique on various edge detection: A survey, Signal Image Process. Int. J. 4 (2013), no. 3. | ||
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