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 TumorInsight: GAN-Augmented Deep Learning for Precise Brain Tumor Detection Subject The topic of the resource CLAHE; DCGAN; Deep Learning; Gamma Correction; MRI Description An account of the resource In addition to the shortage in data as well as the low quality of MRI images, one of the most difficult tasks in contemporary medical imaging is the diagnosis of tumors in brain. This work presents a new approach to enhance diagnostic accuracy using sophisticated preprocessing techniques. Combining BRATS 2023 and Cheng et al. datasets to apply cutting-edge deep learning preprocessing methods with Generative Adversarial Networks (GANs), specifically DCGAN, Contrast Limited Adaptive Histogram Equalization (CLAHE), and gamma correction, it aims to significantly improve the quality of MRI images. As a result, updated data should be generated with greater precision and detail, making it possible to identify tumor-affected areas with greater accuracy. Thorough assessment, demonstrated by metrics such as Accuracy (0.98), Specificity (0.99), Sensitivity (0.99), AUC (0.65), Dice Coefficient (0.67), and Precision (0.71), highlights possible advancements in brain tumor identification and treatment, thereby highlighting the effectiveness of the suggested approach. 2024 IEEE. Creator An entity primarily responsible for making the resource Shekhar R.; Rana M. Source A related resource from which the described resource is derived 5th International Conference on Circuits, Control, Communication and Computing, I4C 2024, pp. 100-105. Publisher An entity responsible for making the resource available Institute of Electrical and Electronics Engineers Inc. 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/10.1109/I4C62240.2024.10748429" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/I4C62240.2024.10748429</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85211910236&amp;doi=10.1109%2FI4C62240.2024.10748429&amp;partnerID=40&amp;md5=fbf5f91324151da3a25cb0d187c4e238" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85211910236&amp;doi=10.1109%2fI4C62240.2024.10748429&amp;partnerID=40&amp;md5=fbf5f91324151da3a25cb0d187c4e238</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-833152853-9 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 Shekhar R., School of Computing, Dit University, Dehradun, India; Rana M., School of Sciences, Christ University, Delhi NCR, India