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 Deep Dive Into Diabetic Retinopathy Identification: A Deep Learning Approach with Blood Vessel Segmentation and Lesion Detection Subject The topic of the resource Deep learning; diabetic retinopathy; hemorrhages; lesions; microaneurysms; soft exudates Description An account of the resource In the landscape of diabetes-related ocular complications, diabetic retinopathy stands as a formidable challenge, reigning as the leading cause of vision impairment worldwide. Despite extensive research, the quest for effective treatments remains an ongoing pursuit. This study explores the burgeoning domain of AI-driven approaches in ocular research, particularly focusing on diabetic retinopathy detection. It delves into various diagnostic methodologies, encompassing the detection of microaneurysms, identification of hemorrhages, and segmentation of blood vessels, primarily utilizing retinal fundus photographs. Our findings juxtapose conventional machine learning techniques against deep neural networks, showcasing the remarkable efficacy of Convolutional neural network (CNN) and Random Forest (RF) in segmenting blood vessels and the robustness of deep learning in lesion identification. As we navigate the quest for clearer vision, artificial intelligence takes center stage, promising a transformative leap forward in the realm of vision care. 2024 River Publishers. Creator An entity primarily responsible for making the resource Upreti K.; Kapoor A.; Hundekari S.; Upreti S.; Kaul K.; Kapoor S.; Tiwari A. Source A related resource from which the described resource is derived Journal of Mobile Multimedia, Vol-20, No. 2, pp. 495-524. Publisher An entity responsible for making the resource available River Publishers 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/10.13052/jmm1550-4646.20210" target="_blank" rel="noreferrer noopener">https://doi.org/10.13052/jmm1550-4646.20210</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85195080854&amp;doi=10.13052%2Fjmm1550-4646.20210&amp;partnerID=40&amp;md5=3209980c2ad4abab645518b8af3a7de3" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85195080854&amp;doi=10.13052%2fjmm1550-4646.20210&amp;partnerID=40&amp;md5=3209980c2ad4abab645518b8af3a7de3</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 15504646 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 Upreti K., CHRIST (Deemed to be University), Delhi NCR, Ghaziabad, India; Kapoor A., Maharaja Surajmal Institute of Technology, Delhi, India; Hundekari S., MIT ADT University, Pune, India; Upreti S., Maharishi Markandeshwar (Deemed to be University), Haryana, Ambala, Mullana, India; Kaul K., Bharati Vidyapeeth College of Engineering, Rohini, India; Kapoor S., Dr. Akhilesh Das Gupta Institute of Technology and Management, New Delhi, India; Tiwari A., CHRIST (Deemed to be University), Delhi NCR, Ghaziabad, India