Vision system for automatic recognition of Polish historic vehicles
[ 1 ] Instytut Automatyki i Robotyki, Wydział Automatyki, Robotyki i Elektrotechniki, Politechnika Poznańska | [ P ] pracownik | [ S ] student
2022
rozdział w monografii naukowej / referat
angielski
- Polish historic vehicles
- vision system
- artificial neural networks
- web application
- image recognition
- image processing
EN In this article, a system for automatic recognition of Polish historic vehicles is proposed. A unique database of vehicle images was prepared, including real and scale vehicles. A software was developed to automatically classify vehicle models and assess their condition using artificial neural networks. Training, validation and test were performed for various datasets and neural network models. In the best case the VGG16 network reached 95% of vehicle model classification accuracy. In addition, a web application visualizing vehicle recognition is offered.
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