Feature Extraction and Matching for different Intensity values using scale invariant feature transform.
Abstract
India, having less awareness towards the deaf and dumb peoples results in an increase the communication gap between deaf and laborious hearing community. Sign language is often developed for deaf and laborious hearing peoples to convey their message by generating the various sign pattern. The Scale-invariant feature Transform has been accustomed perform reliable matching between a totally different image of the same object. This paper implements the assorted phases of scale-invariant feature transform to extract the distinctive features from Devnagri sign language gestures. The intensity of the original image is varied and then the feature extraction and matching have been performed between original and intensity varied image. The experimental result shows the intensity of the original image is changed by a pair of,3,4, and 5 times and the system achieves more than 99% of accuracy.
References
[2] Sandeep Baburao Patil and Dr. Rajesh H. Talwekar, 2017, “ISL Gesture Matching Using Distance Ratio and Rotation Angle” in International Journal of Electronics, Electrical and Computational System IJEECS, ISSN 2348-117X, Volume 6, Issue 7, July 2017, pp-129-136.
[3] Sandeep B. Patil and G.R. Sinha, 2017, “Distinctive feature extraction for Indian Sign Language (ISL) gesture using scale invariant feature Transform (SIFT)” in Journal of the Institution of Engineers (India): series B Springer, Print ISSN-2250-2106 Online ISSN-2250-2114, Vol 98, Issue 1, pp. 19-26.
[4] Sandeep B. Patil and G.R. Sinha, 2015, “Intensity Based distinctive feature extraction and matching using Scale invariant feature transform for Indian Sign Language” in Mathematical Methods and Systems in Science and Engineering, ISBN: 978-1-61804-281-1, Pp-245-255.
[5] Sandeep Baburao Patil and Dr. Rajesh H. Talwekar, 2017, “Implementation of Indian Sign Language Recognition System Using Scale Invariant Feature Transform (SIFT)” in International Journal of Computer Science and Information Security (IJCSIS), ISSN 1947-5500, Vol. 15, No. 2, pp-493-507.
[6] Heera. S.Y., Murthy M. K., and Sravanti V S, 2017, Talking Hands-An Indian Sign Language to Speech Translating gloves. International Conference on Innovative Mechanisms for Industry Applications (ICIMIA 2017). Bengaluru. India. IEEE: 746-751.
[7] Singh. A., Sachdeva. R., and Goyal. K. 2017. Punjabi Sign Recognition and Education system for Differently-able Persons. International Journal of Advanced Research in Computer Science, University Institute of computer. SBBS University. Punjab. 8(4): 404-406.
[8] Kumar. A., Thankachan. K. and Dominic. M. 2016, Sign Language Recognition 3rd InCI Conf. on Recent Advances in Information Technology. Dhanbad. India. IEEE: 422-428
[9] Akoum. A. and Mawla. N. 2015. Hand Gesture recognition approach for ASL language using Hand extraction algorithm. Journal of Software Engineering and Applications. 8:419-430
[10] Nanivadekar. P. A. and Kulkarni. V. 2014. Indian Sign Language Recognition: Database Creation, Hand Tracking and Segmentation. International Conference on Circuits, Systems, Communication and Information Technology Applications (CSCITA). Broivali West Mumbai India. IEEE: 358-363.
[11] Pol. A. S., Nalbalwar. S. L. and Jadhav. N.S. 2013. Sign Language Recognition Using Scale Invariant Feature Transform and SVM. International Journal of Scientific & Engineering Research. 4(6): 1683-1686.
[12] Goyal. S., Sharma. I. and Sharma. S. 2013. Sign Language Recognition system for deaf and dumb peoples. International Journal of Engineering Research & Technology. 2(4): 382-387.
[13] Geetha. M. and Manjusha. U. C. 2012, A Vision-Based Recognition of Indian Sign Language Alphabets and Numerals Using B-Spline Approximation. International Journal of Computer Science and Engineering (IJCSE):406-415.
[14] Kishore. P.V.V. and Kumar. R. P. 2012. A Video-Based Indian Sign Language Recognition System (INSLR) Using Wavelet Transform and Fuzzy Logic. International Journal of Engineering and Technology. 4(5): 537-542.
[15] Suryapriya. A. K., Suman. S. and Idicula. M. 2009. Design and development of a frame based MT system for English-to-ISL. Word Congress on nature & biologically inspired computing: 1382-1387.
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