@article{MTMT:34842639, title = {Solving a classification problem using Transfer learning on small image datasets}, url = {https://m2.mtmt.hu/api/publication/34842639}, author = {Drenyovszki, Rajmund}, doi = {10.47833/2024.1.CSC.011}, journal-iso = {GRADUS}, journal = {GRADUS}, volume = {11}, unique-id = {34842639}, abstract = {In this study, we explore the efficiency of transfer learning in training convolutional neural networks (CNNs) for image classification tasks, focusing on a dataset with limited size. Utilizing the VGG16 model, we investigate the impact of varying the number of trainable layers on classification accuracy. Our specific classification challenge involves distinguishing between images of cars with open and closed hoods. The study demonstrates that employing transfer learning enables the pretrained VGG16 model to achieve over 97% accuracy in this binary classification task, even with a training set of just 1000 image samples. This research was conducted solely by the undersigned, who also represents the sole author of this paper.}, year = {2024}, eissn = {2064-8014}, orcid-numbers = {Drenyovszki, Rajmund/0000-0002-9462-2729} } @CONFERENCE{MTMT:34785834, title = {Establishing start-up companies in the EU4DUAL countries. the role of institutions}, url = {https://m2.mtmt.hu/api/publication/34785834}, author = {Tóth, Ákos and Pesti, István}, booktitle = {Shaping the future of European dual higher education}, unique-id = {34785834}, year = {2024}, pages = {139-148} } @misc{MTMT:34785391, title = {Estimation of the "Critical Time Gap" in a roundabout using microsimulation and video based traffic measurement}, url = {https://m2.mtmt.hu/api/publication/34785391}, author = {Medgyes, Krisztián}, unique-id = {34785391}, year = {2024} } @CONFERENCE{MTMT:34781225, title = {Win-win-win, or the real benefits and opportunities of dual education}, url = {https://m2.mtmt.hu/api/publication/34781225}, author = {Valentinyi, Zoltán and Boldizsár, Adrienn and Török, Erika}, booktitle = {Shaping the future of European dual higher education}, unique-id = {34781225}, year = {2024}, pages = {11-13}, orcid-numbers = {Boldizsár, Adrienn/0000-0002-2633-4477; Török, Erika/0009-0008-8504-4075} } @CONFERENCE{MTMT:34780719, title = {Mechanical properties of recycled polypropylene nanocomposites in function of time and temperature}, url = {https://m2.mtmt.hu/api/publication/34780719}, author = {Gerse, Péter}, booktitle = {Abstracts - 14th World Congress of the RSAI}, unique-id = {34780719}, year = {2024}, pages = {281} } @CONFERENCE{MTMT:34780704, title = {Improving intrusion detection. picking the best features for behaviour-based systems}, url = {https://m2.mtmt.hu/api/publication/34780704}, author = {Göcs, László and Johanyák, Zsolt Csaba}, booktitle = {Abstracts - 14th World Congress of the RSAI}, unique-id = {34780704}, year = {2024}, pages = {280}, orcid-numbers = {Johanyák, Zsolt Csaba/0000-0001-9285-9178} } @CONFERENCE{MTMT:34780679, title = {Estimation of the "critical time gap" in a roundabout using microsimulation and video based traffic measurement}, url = {https://m2.mtmt.hu/api/publication/34780679}, author = {Medgyes, Krisztián and Kovács, Tamás}, booktitle = {Abstracts - 14th World Congress of the RSAI}, unique-id = {34780679}, year = {2024}, pages = {2779} } @CONFERENCE{MTMT:34780649, title = {Examining the long-term payback of electric and conventional powertrains for freight vehicles}, url = {https://m2.mtmt.hu/api/publication/34780649}, author = {Boldizsár, Adrienn}, booktitle = {Abstracts - 14th World Congress of the RSAI}, unique-id = {34780649}, year = {2024}, pages = {278}, orcid-numbers = {Boldizsár, Adrienn/0000-0002-2633-4477} } @CONFERENCE{MTMT:34780462, title = {IDM-based modelling and validation of roundabouts based on real measurement results}, url = {https://m2.mtmt.hu/api/publication/34780462}, author = {Dömötör, Zénó István and Kovács, Lóránt}, booktitle = {Abstracts - 14th World Congress of the RSAI}, unique-id = {34780462}, year = {2024}, pages = {277} } @CONFERENCE{MTMT:34780445, title = {Sustainability and environmental aspects of the increased adhesive joint strength of a surface treated metals and polymers}, url = {https://m2.mtmt.hu/api/publication/34780445}, author = {Körömi, Benjámin and I. Kovács, Péter and Tajti , Ferenc and Berczeli, Miklós}, booktitle = {Abstracts - 14th World Congress of the RSAI}, unique-id = {34780445}, year = {2024}, pages = {276} }