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 Quantum Convolutional Neural Network for Medical Image Classification: A Hybrid Model Subject The topic of the resource quantum computer architecture; Quantum computing; quantum machine learning; quantum neural networks Description An account of the resource This study explores the application of Quantum Convolutional Neural Networks (QCNNs) in the realm of image classification, particularly focusing on datasets with a highly reduced number of features. We investigate the potential quantum computing holds in processing and classifying image data efficiently, even with limited feature availability. This research investigates QCNNs' application within a highly constrained feature environment, using chest X-ray images to distinguish between normal and pneumonia cases. Our findings demonstrate QCNNs' utility in classifying images from the dataset with drastically reduced feature dimensions, highlighting QCNNs' robustness and their promising future in machine learning and computer vision. Additionally, this study sheds light on the scalability of QCNNs and their adaptability across various training-test splits, emphasizing their potential to enhance computational efficiency in machine learning tasks. This suggests a possibility of paradigm shift in how we approach data-intensive challenges in the era of quantum computing. We are looking into quantum paradigms like Quantum Support Vector Machine (QSVM) going forward so that we can explore trade offs effectiveness of different classical and quantum computing techniques. 2024 IEEE. Creator An entity primarily responsible for making the resource Khatoniar R.; Vyas V.; Acharya V.; Saxena A.; Saxena A.; Neiwal R.; Korgaonkar K. Source A related resource from which the described resource is derived TQCEBT 2024 - 2nd IEEE International Conference on Trends in Quantum Computing and Emerging Business Technologies 2024 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/TQCEBT59414.2024.10545121" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/TQCEBT59414.2024.10545121</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85204471580&amp;doi=10.1109%2FTQCEBT59414.2024.10545121&amp;partnerID=40&amp;md5=b51c697fe98a7090a1cf056fa022674b" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85204471580&amp;doi=10.1109%2fTQCEBT59414.2024.10545121&amp;partnerID=40&amp;md5=b51c697fe98a7090a1cf056fa022674b</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-835038427-7 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 Khatoniar R., Bits Pilani, Csis Department, K K Birla Goa Campus Goa, India; Vyas V., C-DAC Pune, Pune, India; Acharya V., Bits Pilani, Csis Department, K K Birla Goa Campus Goa, India; Saxena A., Christ University, Bengaluru, India; Saxena A., C-DAC Pune, Pune, India; Neiwal R., MeitY (Delhi), Delhi, India; Korgaonkar K., Bits Pilani, Csis Department, K K Birla Goa Campus Goa, India