Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Articles Article Faculty Publications -Articles Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Detection and identification of un-uniformed shape text from blurred video frames Subject The topic of the resource Deep neural networks; Optical character recognition; Region convolution neural networks; Region of interest; Text detection; Text recognition Description An account of the resource The identification and recognition of text from video frames have received a lot of attention recently, that makes many computer vision-based applications conceivable. In this study, we modify the picture mask and the original identification of the mask region convolution neural network and permit detection in three levels, including holistic, sequence, and at the level of pixels. To identify the texts and determine the text forms, semantics at the pixel and holistic levels can be used. With masking and detection, existences of the character and the word are separated and recognised. In addition, text detection using the results of 2-D feature space instance segmentation is done. Moreover, we explore text recognition using an attention-based optical character recognition (OCR) method with mask region convolution neural networks (R-CNN) to address and detect the problem of smaller and blurrier texts at the sequential level. Using attribute maps of the word occurrences in sequence to seq, the OCR method calculates the character sequence. At last, a fine-grained learning strategy is proposed to constructs models at word level using the annotated datasets, resulting in the training of a more precise and reliable model. The well-known benchmark datasets ICDAR 2013 and ICDAR 2015 are used to test our suggested methodology. 2024, Institute of Advanced Engineering and Science. All rights reserved. Creator An entity primarily responsible for making the resource Channegowda R.H.; Srinivasaiah R.; Jankatti S.K.; Meenakshi; Jinachandra N.S.; Hombegowda R.K.T. Source A related resource from which the described resource is derived IAES International Journal of Artificial Intelligence, Vol-13, No. 4, pp. 4795-4805. Publisher An entity responsible for making the resource available Institute of Advanced Engineering and Science Date A point or period of time associated with an event in the lifecycle of the resource 2024-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.11591/ijai.v13.i4.pp4795-4805" target="_blank" rel="noreferrer noopener">https://doi.org/10.11591/ijai.v13.i4.pp4795-4805</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85207517136&amp;doi=10.11591%2Fijai.v13.i4.pp4795-4805&amp;partnerID=40&amp;md5=50ccf68f239750e4cc9f4a5a30da46c8" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85207517136&amp;doi=10.11591%2fijai.v13.i4.pp4795-4805&amp;partnerID=40&amp;md5=50ccf68f239750e4cc9f4a5a30da46c8</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 20894872 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Article Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Channegowda R.H., Department of Electronics and Communication Engineering, Dayananda Sagar Academy of Technology and Management, Bengaluru, India; Srinivasaiah R., Department of Computer Science and Engineering, CHRIST Deemed to be University, Bengaluru, India; Jankatti S.K., Department of Computer Science and Technology, Dayananda Sagar University, Bengaluru, India; Meenakshi, Department of Computer Science and Engineering, RNS Institute of Technology, Bengaluru, India; Jinachandra N.S., Department of Mechanical Engineering, CHRIST Deemed to be University, Bengaluru, India; Hombegowda R.K.T., Department of Electronics and Communication Engineering, Ghousia College of Engineering, Ramanagara, India