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 Conference Papers Conference Paper Faculty Publications- Conference Papers 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 An Effective Deep Learning Classification of Diabetes Based Eye Disease Grades: An Retinal Analysis Approach Subject The topic of the resource Classification; Deep learning; Densenet; Diabetes retinopathy; Feature extraction; Feature selection; Particle Swarm Optimization Description An account of the resource Diabetic Retinopathy (DR) is a common misdiagnosis of diabetes mellitus, which damages the retina and impairs eyesight. It can lead to vision impairment if it is not caught early. Tragically, DR is an unbreakable cycle, and treatment only serves to reinforce the perception. Early detection of DR and effective treatment can significantly lower the risk of visual loss. In comparison to PC-aided conclusion frameworks, the manual analysis process used by ophthalmologists to diagnose DR retina fundus images takes a lot of time, effort, and money and is prone to error. As of late, profound learning has become quite possibly the most well-known procedure that has accomplished better execution in numerous areas, particularly in clinical picture examination and classification. Thereby, this paper brings an effective deep learning-based diabetes-based retinography in which the following are the stages: a) Data collection from MESSIDOR which contains 1200 images classified into 4 levels and graded from 03 followed by b) Preprocessing using grayscale normalized data. Then followed by c) feature extraction using Discrete Wavelet Transform (DWT), d) feature selection using Particle Swarm Optimization (PSO) and finally given for e) classification using Densenet 169. Experimental states that the proposed model outperforms and effectively classified grades compared to other state-of-art models (accuracy:0.95, sensitivity:0.96, specificity;0.97). 2023, The Author(s), under exclusive license to Springer Nature Switzerland AG. Creator An entity primarily responsible for making the resource Ajesh F.; Jims A.; Alapatt B.P.; Philip F.M. Source A related resource from which the described resource is derived Lecture Notes in Networks and Systems, Vol-649 LNNS, pp. 234-244. Publisher An entity responsible for making the resource available Springer Science and Business Media Deutschland GmbH Date A point or period of time associated with an event in the lifecycle of the resource 2023-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1007/978-3-031-27499-2_22" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/978-3-031-27499-2_22</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85152560405&amp;doi=10.1007%2F978-3-031-27499-2_22&amp;partnerID=40&amp;md5=767deec2ebe66f7cf4d6d49b02c06cd6" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85152560405&amp;doi=10.1007%2f978-3-031-27499-2_22&amp;partnerID=40&amp;md5=767deec2ebe66f7cf4d6d49b02c06cd6</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 23673370; ISBN: 978-303127498-5 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 Conference paper Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Ajesh F., Department of Computer Science and Engineering, Sree Buddha College of Engineering, Kerala, Alappuzha, India; Jims A., JAIN (Deemed-to-be University), Bangalore, India; Alapatt B.P., CHRIST (Deemed to be University), Delhi-NCR, India; Philip F.M., JAIN (Deemed-to-be University), Bangalore, India