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Issue title: Soft Computing and Intelligent Systems: Techniques and Applications
Guest editors: Sabu M. Thampi, El-Sayed M. El-Alfy and Ljiljana Trajkovic
Article type: Research Article
Authors: Akila, K.a; * | Indra Priyadharshini, S.b | Ulaganathan, Pradheebab | Prempriya, P.b | Yuvasri, B.b | Suriya Praba, T.c | Veeramuthuvenkatesh, c
Affiliations: [a] SRM Institution of Science and Technology, Vadapalani, Chennai, Tamil Nadu, India | [b] Department of C.S.E., R.M.K College of Engineering & Technology, India | [c] School of Computing, SASTRA Deemed University, Thanjavur, India
Correspondence: [*] Corresponding author. K. Akila, Assistant Professor, SRM Institution of Science and Technology, Vadapalani, Chennai, Tamil Nadu, India. E-mail: [email protected].
Abstract: The primary objective is to identify and segments the multiple, partly occluded objects in the image. The subsequent stage carry out our approach, primarily start with frame conversion. Next in the preprocessing stage, the Gaussian filter is employed for image smoothening. Then from the preprocessed image, Multi objects are segmented through modified ontology-based segmentation, and the edge is detected from the segmented images. After that, from the edge detected frames area is extracted, which results in object detected frames. In the feature extraction stage, attributes such as area, contrast, correlation, energy, homogeneity, color, perimeter, circularity are extorted from the detected objects. The objects are categorized as human or other objects (bat/ball) through the feed-forward back propagation neural network classifier (FFBNN) based upon the extracted attributes.
Keywords: Object segmentation, gaussian filtering, object classification, object detection, feature extraction, ontology
DOI: 10.3233/JIFS-189862
Journal: Journal of Intelligent & Fuzzy Systems, vol. 41, no. 5, pp. 5399-5409, 2021
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