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 Classification of Soil Images using Convolution Neural Networks Subject The topic of the resource Convolution Neural Network; Soil classification; Supervised learning; Transfer learning Description An account of the resource Classification of soil is crucial for the agricultural domain as it is an essential task in geology and engineering domains. Various procedures are proposed to classify soil types in the literature, but many of them consumed much time or required specially designed equipments/applications. Classification of soil involves the accounting of various factors due to its diversified nature. It can be observed that several critical domain-oriented decisions often depend on the type of soil like farmers might be benefitted from knowing the kind of soil to choose crops accordingly for cultivation. We have employed different Convolution Neural Network (CNN) architectures to identify the soil type accurately in real-time. This paper describes the comparative evaluation in terms of performances of various CNN architectures, namely, ResNet50, VGG19, MobileNetV2, VGG16, NASNetMobile, and InceptionV3. These CNN models are used to classify four types of soils: Clay, Black, Alluvial, and Red. The performance of the ResNet50 model is the best with a training accuracy and training loss of 99.47% and 0.0252, respectively compared to other competing models considered in this paper. 2021 IEEE. Creator An entity primarily responsible for making the resource Chatterjee K.; Obaidat M.S.; Samanta D.; Sadoun B.; Islam S.K.H.; Chatterjee R. Source A related resource from which the described resource is derived Proceedings of the 2021 IEEE International Conference on Communications, Computing, Cybersecurity and Informatics, CCCI 2021 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 2021-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1109/CCCI52664.2021.9583192" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/CCCI52664.2021.9583192</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85119292063&amp;doi=10.1109%2FCCCI52664.2021.9583192&amp;partnerID=40&amp;md5=b3c81fb385d018bc22b556be08abcd19" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85119292063&amp;doi=10.1109%2fCCCI52664.2021.9583192&amp;partnerID=40&amp;md5=b3c81fb385d018bc22b556be08abcd19</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 978-166543208-5 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 Chatterjee K., CHRIST (Deemed to Be) University, Department of Computer Science, Karnataka, Bangalore, India; Obaidat M.S., University of Sharjah, College of Computing and Informatics, Sharjah, 27272, United Arab Emirates; Samanta D., CHRIST (Deemed to Be) University, Department of Computer Science, Karnataka, Bangalore, India; Sadoun B., Al-Balqa' Applied University, College of Engineering, Al Salt, Jordan; Islam S.K.H., Indian Institute of Information Technology Kalyani, Department of CSE, West Bengal, 741235, India; Chatterjee R., KIIT Deemed to Be University, School of Computer Engineering, Bhubaneswar, India