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 A Study on the Influence of Geometric Transformations on Image Classification: A Case Study Subject The topic of the resource Augmentation; DenseNet; InceptionResNet; Rice plant leaf disease Description An account of the resource The present research work involves the study of the geometrical transformations which influences the training and validation accuracies of machine learning models. For the study, rice plant leaf disease dataset of 2096 images consisting of 4 classes with 523 images per class were used. The dataset subjected to 24 models out of which three models namely - DenseNet201, Densenet169 and InceptionResNetV2 are selected based on highest training accuracy and less difference between training and validation accuracy. To evaluate the performance of the selected three models, loss functions and accuracies have been computed. 2021, The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. Creator An entity primarily responsible for making the resource Nellisara S.D.; Dutta J.; Cyriac S. Source A related resource from which the described resource is derived Lecture Notes in Networks and Systems, Vol-290, pp. 411-416. 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 2021-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1007/978-981-16-4486-3_46" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/978-981-16-4486-3_46</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85115066625&amp;doi=10.1007%2F978-981-16-4486-3_46&amp;partnerID=40&amp;md5=f58ec2789639a02cc7faf598e3b851f5" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85115066625&amp;doi=10.1007%2f978-981-16-4486-3_46&amp;partnerID=40&amp;md5=f58ec2789639a02cc7faf598e3b851f5</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 23673370; ISBN: 978-981164485-6 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 Nellisara S.D., Center for Advanced Research and Training, CHRIST (Deemed To Be University), Bangalore, India; Dutta J., Center for Digital Innovation, CHRIST (Deemed To Be University), Bangalore, India; Cyriac S., Center for Digital Innovation, CHRIST (Deemed To Be University), Bangalore, India