TY  - JOUR
AU  - Drenyovszki, Rajmund
TI  - Solving a classification problem using Transfer learning on small image datasets
JF  - GRADUS
J2  - GRADUS
VL  - 11
PY  - 2024
IS  - 1
PG  - 9
SN  - 2064-8014
DO  - 10.47833/2024.1.CSC.011
UR  - https://m2.mtmt.hu/api/publication/34842639
ID  - 34842639
AB  - 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.
LA  - English
DB  - MTMT
ER  - 

TY  - CONF
AU  - Tóth, Ákos
AU  - Pesti, István
TI  - Establishing start-up companies in the EU4DUAL countries. the role of institutions
TS  - the role of institutions
T2  - Shaping the future of European dual higher education
PY  - 2024
SP  - 139
EP  - 148
PG  - 10
UR  - https://m2.mtmt.hu/api/publication/34785834
ID  - 34785834
LA  - English
DB  - MTMT
ER  - 

TY  - GEN
AU  - Medgyes, Krisztián
TI  - Estimation of the "Critical Time Gap" in a roundabout using microsimulation and video based traffic measurement
CY  - Előadás
PY  - 2024
UR  - https://m2.mtmt.hu/api/publication/34785391
ID  - 34785391
LA  - English
DB  - MTMT
ER  - 

TY  - CONF
AU  - Valentinyi, Zoltán
AU  - Boldizsár, Adrienn
AU  - Török, Erika
TI  - Win-win-win, or the real benefits and opportunities of dual education
T2  - Shaping the future of European dual higher education
PY  - 2024
SP  - 11
EP  - 13
PG  - 3
UR  - https://m2.mtmt.hu/api/publication/34781225
ID  - 34781225
LA  - English
DB  - MTMT
ER  - 

TY  - CONF
AU  - Gerse, Péter
TI  - Mechanical properties of recycled polypropylene nanocomposites in function of time and temperature
T2  - Abstracts - 14th World Congress of the RSAI
PY  - 2024
SP  - 281
UR  - https://m2.mtmt.hu/api/publication/34780719
ID  - 34780719
LA  - English
DB  - MTMT
ER  - 

TY  - CONF
AU  - Göcs, László
AU  - Johanyák, Zsolt Csaba
TI  - Improving intrusion detection. picking the best features for behaviour-based systems
TS  - picking the best features for behaviour-based systems
T2  - Abstracts - 14th World Congress of the RSAI
PY  - 2024
SP  - 280
UR  - https://m2.mtmt.hu/api/publication/34780704
ID  - 34780704
LA  - English
DB  - MTMT
ER  - 

TY  - CONF
AU  - Medgyes, Krisztián
AU  - Kovács, Tamás
TI  - Estimation of the "critical time gap" in a roundabout using microsimulation and video based traffic measurement
T2  - Abstracts - 14th World Congress of the RSAI
PY  - 2024
SP  - 2779
UR  - https://m2.mtmt.hu/api/publication/34780679
ID  - 34780679
LA  - English
DB  - MTMT
ER  - 

TY  - CONF
AU  - Boldizsár, Adrienn
TI  - Examining the long-term payback of electric and conventional powertrains for freight vehicles
T2  - Abstracts - 14th World Congress of the RSAI
PY  - 2024
SP  - 278
UR  - https://m2.mtmt.hu/api/publication/34780649
ID  - 34780649
LA  - English
DB  - MTMT
ER  - 

TY  - CONF
AU  - Dömötör, Zénó István
AU  - Kovács, Lóránt
TI  - IDM-based modelling and validation of roundabouts based on real measurement results
T2  - Abstracts - 14th World Congress of the RSAI
PY  - 2024
SP  - 277
UR  - https://m2.mtmt.hu/api/publication/34780462
ID  - 34780462
LA  - English
DB  - MTMT
ER  - 

TY  - CONF
AU  - Körömi, Benjámin
AU  - I. Kovács, Péter
AU  - Tajti , Ferenc
AU  - Berczeli, Miklós
TI  - Sustainability and environmental aspects of the increased adhesive joint strength of a surface treated metals and polymers
T2  - Abstracts - 14th World Congress of the RSAI
PY  - 2024
SP  - 276
UR  - https://m2.mtmt.hu/api/publication/34780445
ID  - 34780445
LA  - English
DB  - MTMT
ER  -